Duplicate from DataScienceEngineering/7-NER-Biomed-ClinicalTerms

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ICD10Terms.txt

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+ICD10 matches for : syncope G9001 Carotid sinus syncope
+ICD10 matches for : syncope R054 Cough syncope
+ICD10 matches for : syncope R55 Syncope and collapse
+ICD10 matches for : syncope T671XXA Heat syncope, initial encounter
+ICD10 matches for : syncope T671XXD Heat syncope, subsequent encounter
+ICD10 matches for : syncope T671XXS Heat syncope, sequela
+ICD10 matches for : syncope G9001 Carotid sinus syncope
+ICD10 matches for : syncope R054 Cough syncope
+ICD10 matches for : syncope R55 Syncope and collapse
+ICD10 matches for : syncope T671XXA Heat syncope, initial encounter
+ICD10 matches for : syncope T671XXD Heat syncope, subsequent encounter
+ICD10 matches for : syncope T671XXS Heat syncope, sequela
+ICD10 matches for : zziness R42 Dizziness and giddiness
+ICD10 matches for : zziness R42 Dizziness and giddiness
+ICD10 matches for : reactions F438 Other reactions to severe stress
+ICD10 matches for : reactions M364 Arthropathy in hypersensitivity reactions classified elsewhere
+ICD10 matches for : reactions P938 Other reactions and intoxications due to drugs administered to newborn
+ICD10 matches for : reactions T781XXA Other adverse food reactions, not elsewhere classified, initial encounter
+ICD10 matches for : reactions T781XXD Other adverse food reactions, not elsewhere classified, subsequent encounter
+ICD10 matches for : reactions T781XXS Other adverse food reactions, not elsewhere classified, sequela
+ICD10 matches for : phyla T7800XA Anaphylactic reaction due to unspecified food, initial encounter
+ICD10 matches for : phyla T7800XD Anaphylactic reaction due to unspecified food, subsequent encounter
+ICD10 matches for : phyla T7800XS Anaphylactic reaction due to unspecified food, sequela
+ICD10 matches for : phyla T7801XA Anaphylactic reaction due to peanuts, initial encounter
+ICD10 matches for : phyla T7801XD Anaphylactic reaction due to peanuts, subsequent encounter
+ICD10 matches for : phyla T7801XS Anaphylactic reaction due to peanuts, sequela
+ICD10 matches for : phyla T7802XA Anaphylactic reaction due to shellfish (crustaceans), initial encounter
+ICD10 matches for : phyla T7802XD Anaphylactic reaction due to shellfish (crustaceans), subsequent encounter
+ICD10 matches for : phyla T7802XS Anaphylactic reaction due to shellfish (crustaceans), sequela
+ICD10 matches for : phyla T7803XA Anaphylactic reaction due to other fish, initial encounter
+ICD10 matches for : phyla T7803XD Anaphylactic reaction due to other fish, subsequent encounter
+ICD10 matches for : phyla T7803XS Anaphylactic reaction due to other fish, sequela
+ICD10 matches for : phyla T7804XA Anaphylactic reaction due to fruits and vegetables, initial encounter
+ICD10 matches for : phyla T7804XD Anaphylactic reaction due to fruits and vegetables, subsequent encounter
+ICD10 matches for : phyla T7804XS Anaphylactic reaction due to fruits and vegetables, sequela
+ICD10 matches for : phyla T7805XA Anaphylactic reaction due to tree nuts and seeds, initial encounter
+ICD10 matches for : phyla T7805XD Anaphylactic reaction due to tree nuts and seeds, subsequent encounter
+ICD10 matches for : phyla T7805XS Anaphylactic reaction due to tree nuts and seeds, sequela
+ICD10 matches for : phyla T7806XA Anaphylactic reaction due to food additives, initial encounter
+ICD10 matches for : phyla T7806XD Anaphylactic reaction due to food additives, subsequent encounter
+ICD10 matches for : phyla T7806XS Anaphylactic reaction due to food additives, sequela
+ICD10 matches for : phyla T7807XA Anaphylactic reaction due to milk and dairy products, initial encounter
+ICD10 matches for : phyla T7807XD Anaphylactic reaction due to milk and dairy products, subsequent encounter
+ICD10 matches for : phyla T7807XS Anaphylactic reaction due to milk and dairy products, sequela
+ICD10 matches for : phyla T7808XA Anaphylactic reaction due to eggs, initial encounter
+ICD10 matches for : phyla T7808XD Anaphylactic reaction due to eggs, subsequent encounter
+ICD10 matches for : phyla T7808XS Anaphylactic reaction due to eggs, sequela
+ICD10 matches for : phyla T7809XA Anaphylactic reaction due to other food products, initial encounter
+ICD10 matches for : phyla T7809XD Anaphylactic reaction due to other food products, subsequent encounter
+ICD10 matches for : phyla T7809XS Anaphylactic reaction due to other food products, sequela
+ICD10 matches for : phyla T782XXA Anaphylactic shock, unspecified, initial encounter
+ICD10 matches for : phyla T782XXD Anaphylactic shock, unspecified, subsequent encounter
+ICD10 matches for : phyla T782XXS Anaphylactic shock, unspecified, sequela
+ICD10 matches for : phyla T8051XA Anaphylactic reaction due to administration of blood and blood products, initial encounter
+ICD10 matches for : phyla T8051XD Anaphylactic reaction due to administration of blood and blood products, subsequent encounter
+ICD10 matches for : phyla T8051XS Anaphylactic reaction due to administration of blood and blood products, sequela
+ICD10 matches for : phyla T8052XA Anaphylactic reaction due to vaccination, initial encounter
+ICD10 matches for : phyla T8052XD Anaphylactic reaction due to vaccination, subsequent encounter
+ICD10 matches for : phyla T8052XS Anaphylactic reaction due to vaccination, sequela
+ICD10 matches for : phyla T8059XA Anaphylactic reaction due to other serum, initial encounter
+ICD10 matches for : phyla T8059XD Anaphylactic reaction due to other serum, subsequent encounter
+ICD10 matches for : phyla T8059XS Anaphylactic reaction due to other serum, sequela
+ICD10 matches for : phyla T886XXA Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, initial encounter
+ICD10 matches for : phyla T886XXD Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, subsequent encounter
+ICD10 matches for : phyla T886XXS Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, sequela
+ICD10 matches for : phyla Z2911 Encounter for prophylactic immunotherapy for respiratory syncytial virus (RSV)
+ICD10 matches for : phyla Z2912 Encounter for prophylactic antivenin
+ICD10 matches for : phyla Z2913 Encounter for prophylactic Rho(D) immune globulin
+ICD10 matches for : phyla Z2914 Encounter for prophylactic rabies immune globin
+ICD10 matches for : phyla Z293 Encounter for prophylactic fluoride administration
+ICD10 matches for : phyla Z298 Encounter for other specified prophylactic measures
+ICD10 matches for : phyla Z299 Encounter for prophylactic measures, unspecified
+ICD10 matches for : phyla Z4000 Encounter for prophylactic removal of unspecified organ
+ICD10 matches for : phyla Z4001 Encounter for prophylactic removal of breast
+ICD10 matches for : phyla Z4002 Encounter for prophylactic removal of ovary(s)
+ICD10 matches for : phyla Z4003 Encounter for prophylactic removal of fallopian tube(s)
+ICD10 matches for : phyla Z4009 Encounter for prophylactic removal of other organ
+ICD10 matches for : phyla Z408 Encounter for other prophylactic surgery
+ICD10 matches for : phyla Z409 Encounter for prophylactic surgery, unspecified
+ICD10 matches for : phyla Z87892 Personal history of anaphylaxis
+ICD10 matches for : reactions F438 Other reactions to severe stress
+ICD10 matches for : reactions M364 Arthropathy in hypersensitivity reactions classified elsewhere
+ICD10 matches for : reactions P938 Other reactions and intoxications due to drugs administered to newborn
+ICD10 matches for : reactions T781XXA Other adverse food reactions, not elsewhere classified, initial encounter
+ICD10 matches for : reactions T781XXD Other adverse food reactions, not elsewhere classified, subsequent encounter
+ICD10 matches for : reactions T781XXS Other adverse food reactions, not elsewhere classified, sequela
+ICD10 matches for : shortness of R0602 Shortness of breath
+ICD10 matches for : phyla T7800XA Anaphylactic reaction due to unspecified food, initial encounter
+ICD10 matches for : phyla T7800XD Anaphylactic reaction due to unspecified food, subsequent encounter
+ICD10 matches for : phyla T7800XS Anaphylactic reaction due to unspecified food, sequela
+ICD10 matches for : phyla T7801XA Anaphylactic reaction due to peanuts, initial encounter
+ICD10 matches for : phyla T7801XD Anaphylactic reaction due to peanuts, subsequent encounter
+ICD10 matches for : phyla T7801XS Anaphylactic reaction due to peanuts, sequela
+ICD10 matches for : phyla T7802XA Anaphylactic reaction due to shellfish (crustaceans), initial encounter
+ICD10 matches for : phyla T7802XD Anaphylactic reaction due to shellfish (crustaceans), subsequent encounter
+ICD10 matches for : phyla T7802XS Anaphylactic reaction due to shellfish (crustaceans), sequela
+ICD10 matches for : phyla T7803XA Anaphylactic reaction due to other fish, initial encounter
+ICD10 matches for : phyla T7803XD Anaphylactic reaction due to other fish, subsequent encounter
+ICD10 matches for : phyla T7803XS Anaphylactic reaction due to other fish, sequela
+ICD10 matches for : phyla T7804XA Anaphylactic reaction due to fruits and vegetables, initial encounter
+ICD10 matches for : phyla T7804XD Anaphylactic reaction due to fruits and vegetables, subsequent encounter
+ICD10 matches for : phyla T7804XS Anaphylactic reaction due to fruits and vegetables, sequela
+ICD10 matches for : phyla T7805XA Anaphylactic reaction due to tree nuts and seeds, initial encounter
+ICD10 matches for : phyla T7805XD Anaphylactic reaction due to tree nuts and seeds, subsequent encounter
+ICD10 matches for : phyla T7805XS Anaphylactic reaction due to tree nuts and seeds, sequela
+ICD10 matches for : phyla T7806XA Anaphylactic reaction due to food additives, initial encounter
+ICD10 matches for : phyla T7806XD Anaphylactic reaction due to food additives, subsequent encounter
+ICD10 matches for : phyla T7806XS Anaphylactic reaction due to food additives, sequela
+ICD10 matches for : phyla T7807XA Anaphylactic reaction due to milk and dairy products, initial encounter
+ICD10 matches for : phyla T7807XD Anaphylactic reaction due to milk and dairy products, subsequent encounter
+ICD10 matches for : phyla T7807XS Anaphylactic reaction due to milk and dairy products, sequela
+ICD10 matches for : phyla T7808XA Anaphylactic reaction due to eggs, initial encounter
+ICD10 matches for : phyla T7808XD Anaphylactic reaction due to eggs, subsequent encounter
+ICD10 matches for : phyla T7808XS Anaphylactic reaction due to eggs, sequela
+ICD10 matches for : phyla T7809XA Anaphylactic reaction due to other food products, initial encounter
+ICD10 matches for : phyla T7809XD Anaphylactic reaction due to other food products, subsequent encounter
+ICD10 matches for : phyla T7809XS Anaphylactic reaction due to other food products, sequela
+ICD10 matches for : phyla T782XXA Anaphylactic shock, unspecified, initial encounter
+ICD10 matches for : phyla T782XXD Anaphylactic shock, unspecified, subsequent encounter
+ICD10 matches for : phyla T782XXS Anaphylactic shock, unspecified, sequela
+ICD10 matches for : phyla T8051XA Anaphylactic reaction due to administration of blood and blood products, initial encounter
+ICD10 matches for : phyla T8051XD Anaphylactic reaction due to administration of blood and blood products, subsequent encounter
+ICD10 matches for : phyla T8051XS Anaphylactic reaction due to administration of blood and blood products, sequela
+ICD10 matches for : phyla T8052XA Anaphylactic reaction due to vaccination, initial encounter
+ICD10 matches for : phyla T8052XD Anaphylactic reaction due to vaccination, subsequent encounter
+ICD10 matches for : phyla T8052XS Anaphylactic reaction due to vaccination, sequela
+ICD10 matches for : phyla T8059XA Anaphylactic reaction due to other serum, initial encounter
+ICD10 matches for : phyla T8059XD Anaphylactic reaction due to other serum, subsequent encounter
+ICD10 matches for : phyla T8059XS Anaphylactic reaction due to other serum, sequela
+ICD10 matches for : phyla T886XXA Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, initial encounter
+ICD10 matches for : phyla T886XXD Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, subsequent encounter
+ICD10 matches for : phyla T886XXS Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, sequela
+ICD10 matches for : phyla Z2911 Encounter for prophylactic immunotherapy for respiratory syncytial virus (RSV)
+ICD10 matches for : phyla Z2912 Encounter for prophylactic antivenin
+ICD10 matches for : phyla Z2913 Encounter for prophylactic Rho(D) immune globulin
+ICD10 matches for : phyla Z2914 Encounter for prophylactic rabies immune globin
+ICD10 matches for : phyla Z293 Encounter for prophylactic fluoride administration
+ICD10 matches for : phyla Z298 Encounter for other specified prophylactic measures
+ICD10 matches for : phyla Z299 Encounter for prophylactic measures, unspecified
+ICD10 matches for : phyla Z4000 Encounter for prophylactic removal of unspecified organ
+ICD10 matches for : phyla Z4001 Encounter for prophylactic removal of breast
+ICD10 matches for : phyla Z4002 Encounter for prophylactic removal of ovary(s)
+ICD10 matches for : phyla Z4003 Encounter for prophylactic removal of fallopian tube(s)
+ICD10 matches for : phyla Z4009 Encounter for prophylactic removal of other organ
+ICD10 matches for : phyla Z408 Encounter for other prophylactic surgery
+ICD10 matches for : phyla Z409 Encounter for prophylactic surgery, unspecified
+ICD10 matches for : phyla Z87892 Personal history of anaphylaxis
+ICD10 matches for : shortness of R0602 Shortness of breath
+ICD10 matches for : anxiety F064 Anxiety disorder due to known physiological condition
+ICD10 matches for : anxiety F10180 Alcohol abuse with alcohol-induced anxiety disorder
+ICD10 matches for : anxiety F10280 Alcohol dependence with alcohol-induced anxiety disorder
+ICD10 matches for : anxiety F10980 Alcohol use, unspecified with alcohol-induced anxiety disorder
+ICD10 matches for : anxiety F12180 Cannabis abuse with cannabis-induced anxiety disorder
+ICD10 matches for : anxiety F12280 Cannabis dependence with cannabis-induced anxiety disorder
+ICD10 matches for : anxiety F12980 Cannabis use, unspecified with anxiety disorder
+ICD10 matches for : anxiety F13180 Sedative, hypnotic or anxiolytic abuse with sedative, hypnotic or anxiolytic-induced anxiety disorder
+ICD10 matches for : anxiety F13280 Sedative, hypnotic or anxiolytic dependence with sedative, hypnotic or anxiolytic-induced anxiety disorder
+ICD10 matches for : anxiety F13980 Sedative, hypnotic or anxiolytic use, unspecified with sedative, hypnotic or anxiolytic-induced anxiety disorder
+ICD10 matches for : anxiety F14180 Cocaine abuse with cocaine-induced anxiety disorder
+ICD10 matches for : anxiety F14280 Cocaine dependence with cocaine-induced anxiety disorder
+ICD10 matches for : anxiety F14980 Cocaine use, unspecified with cocaine-induced anxiety disorder
+ICD10 matches for : anxiety F15180 Other stimulant abuse with stimulant-induced anxiety disorder
+ICD10 matches for : anxiety F15280 Other stimulant dependence with stimulant-induced anxiety disorder
+ICD10 matches for : anxiety F15980 Other stimulant use, unspecified with stimulant-induced anxiety disorder
+ICD10 matches for : anxiety F16180 Hallucinogen abuse with hallucinogen-induced anxiety disorder
+ICD10 matches for : anxiety F16280 Hallucinogen dependence with hallucinogen-induced anxiety disorder
+ICD10 matches for : anxiety F16980 Hallucinogen use, unspecified with hallucinogen-induced anxiety disorder
+ICD10 matches for : anxiety F18180 Inhalant abuse with inhalant-induced anxiety disorder
+ICD10 matches for : anxiety F18280 Inhalant dependence with inhalant-induced anxiety disorder
+ICD10 matches for : anxiety F18980 Inhalant use, unspecified with inhalant-induced anxiety disorder
+ICD10 matches for : anxiety F19180 Other psychoactive substance abuse with psychoactive substance-induced anxiety disorder
+ICD10 matches for : anxiety F19280 Other psychoactive substance dependence with psychoactive substance-induced anxiety disorder
+ICD10 matches for : anxiety F19980 Other psychoactive substance use, unspecified with psychoactive substance-induced anxiety disorder
+ICD10 matches for : anxiety F408 Other phobic anxiety disorders
+ICD10 matches for : anxiety F409 Phobic anxiety disorder, unspecified
+ICD10 matches for : anxiety F410 Panic disorder [episodic paroxysmal anxiety]
+ICD10 matches for : anxiety F411 Generalized anxiety disorder
+ICD10 matches for : anxiety F413 Other mixed anxiety disorders
+ICD10 matches for : anxiety F418 Other specified anxiety disorders
+ICD10 matches for : anxiety F419 Anxiety disorder, unspecified
+ICD10 matches for : anxiety F4322 Adjustment disorder with anxiety
+ICD10 matches for : anxiety F4323 Adjustment disorder with mixed anxiety and depressed mood
+ICD10 matches for : anxiety F930 Separation anxiety disorder of childhood
+ICD10 matches for : anxiety F064 Anxiety disorder due to known physiological condition
+ICD10 matches for : anxiety F10180 Alcohol abuse with alcohol-induced anxiety disorder
+ICD10 matches for : anxiety F10280 Alcohol dependence with alcohol-induced anxiety disorder
+ICD10 matches for : anxiety F10980 Alcohol use, unspecified with alcohol-induced anxiety disorder
+ICD10 matches for : anxiety F12180 Cannabis abuse with cannabis-induced anxiety disorder
+ICD10 matches for : anxiety F12280 Cannabis dependence with cannabis-induced anxiety disorder
+ICD10 matches for : anxiety F12980 Cannabis use, unspecified with anxiety disorder
+ICD10 matches for : anxiety F13180 Sedative, hypnotic or anxiolytic abuse with sedative, hypnotic or anxiolytic-induced anxiety disorder
+ICD10 matches for : anxiety F13280 Sedative, hypnotic or anxiolytic dependence with sedative, hypnotic or anxiolytic-induced anxiety disorder
+ICD10 matches for : anxiety F13980 Sedative, hypnotic or anxiolytic use, unspecified with sedative, hypnotic or anxiolytic-induced anxiety disorder
+ICD10 matches for : anxiety F14180 Cocaine abuse with cocaine-induced anxiety disorder
+ICD10 matches for : anxiety F14280 Cocaine dependence with cocaine-induced anxiety disorder
+ICD10 matches for : anxiety F14980 Cocaine use, unspecified with cocaine-induced anxiety disorder
+ICD10 matches for : anxiety F15180 Other stimulant abuse with stimulant-induced anxiety disorder
+ICD10 matches for : anxiety F15280 Other stimulant dependence with stimulant-induced anxiety disorder
+ICD10 matches for : anxiety F15980 Other stimulant use, unspecified with stimulant-induced anxiety disorder
+ICD10 matches for : anxiety F16180 Hallucinogen abuse with hallucinogen-induced anxiety disorder
+ICD10 matches for : anxiety F16280 Hallucinogen dependence with hallucinogen-induced anxiety disorder
+ICD10 matches for : anxiety F16980 Hallucinogen use, unspecified with hallucinogen-induced anxiety disorder
+ICD10 matches for : anxiety F18180 Inhalant abuse with inhalant-induced anxiety disorder
+ICD10 matches for : anxiety F18280 Inhalant dependence with inhalant-induced anxiety disorder
+ICD10 matches for : anxiety F18980 Inhalant use, unspecified with inhalant-induced anxiety disorder
+ICD10 matches for : anxiety F19180 Other psychoactive substance abuse with psychoactive substance-induced anxiety disorder
+ICD10 matches for : anxiety F19280 Other psychoactive substance dependence with psychoactive substance-induced anxiety disorder
+ICD10 matches for : anxiety F19980 Other psychoactive substance use, unspecified with psychoactive substance-induced anxiety disorder
+ICD10 matches for : anxiety F408 Other phobic anxiety disorders
+ICD10 matches for : anxiety F409 Phobic anxiety disorder, unspecified
+ICD10 matches for : anxiety F410 Panic disorder [episodic paroxysmal anxiety]
+ICD10 matches for : anxiety F411 Generalized anxiety disorder
+ICD10 matches for : anxiety F413 Other mixed anxiety disorders
+ICD10 matches for : anxiety F418 Other specified anxiety disorders
+ICD10 matches for : anxiety F419 Anxiety disorder, unspecified
+ICD10 matches for : anxiety F4322 Adjustment disorder with anxiety
+ICD10 matches for : anxiety F4323 Adjustment disorder with mixed anxiety and depressed mood
+ICD10 matches for : anxiety F930 Separation anxiety disorder of childhood
+ICD10 matches for : undice P580 Neonatal jaundice due to bruising
+ICD10 matches for : undice P581 Neonatal jaundice due to bleeding
+ICD10 matches for : undice P582 Neonatal jaundice due to infection
+ICD10 matches for : undice P583 Neonatal jaundice due to polycythemia
+ICD10 matches for : undice P5841 Neonatal jaundice due to drugs or toxins transmitted from mother
+ICD10 matches for : undice P5842 Neonatal jaundice due to drugs or toxins given to newborn
+ICD10 matches for : undice P585 Neonatal jaundice due to swallowed maternal blood
+ICD10 matches for : undice P588 Neonatal jaundice due to other specified excessive hemolysis
+ICD10 matches for : undice P589 Neonatal jaundice due to excessive hemolysis, unspecified
+ICD10 matches for : undice P590 Neonatal jaundice associated with preterm delivery
+ICD10 matches for : undice P5920 Neonatal jaundice from unspecified hepatocellular damage
+ICD10 matches for : undice P5929 Neonatal jaundice from other hepatocellular damage
+ICD10 matches for : undice P593 Neonatal jaundice from breast milk inhibitor
+ICD10 matches for : undice P598 Neonatal jaundice from other specified causes
+ICD10 matches for : undice P599 Neonatal jaundice, unspecified
+ICD10 matches for : undice R17 Unspecified jaundice
+ICD10 matches for : undice P580 Neonatal jaundice due to bruising
+ICD10 matches for : undice P581 Neonatal jaundice due to bleeding
+ICD10 matches for : undice P582 Neonatal jaundice due to infection
+ICD10 matches for : undice P583 Neonatal jaundice due to polycythemia
+ICD10 matches for : undice P5841 Neonatal jaundice due to drugs or toxins transmitted from mother
+ICD10 matches for : undice P5842 Neonatal jaundice due to drugs or toxins given to newborn
+ICD10 matches for : undice P585 Neonatal jaundice due to swallowed maternal blood
+ICD10 matches for : undice P588 Neonatal jaundice due to other specified excessive hemolysis
+ICD10 matches for : undice P589 Neonatal jaundice due to excessive hemolysis, unspecified
+ICD10 matches for : undice P590 Neonatal jaundice associated with preterm delivery
+ICD10 matches for : undice P5920 Neonatal jaundice from unspecified hepatocellular damage
+ICD10 matches for : undice P5929 Neonatal jaundice from other hepatocellular damage
+ICD10 matches for : undice P593 Neonatal jaundice from breast milk inhibitor
+ICD10 matches for : undice P598 Neonatal jaundice from other specified causes
+ICD10 matches for : undice P599 Neonatal jaundice, unspecified
+ICD10 matches for : undice R17 Unspecified jaundice
+ICD10 matches for : fatigue G933 Postviral fatigue syndrome
+ICD10 matches for : fatigue M4840XA Fatigue fracture of vertebra, site unspecified, initial encounter for fracture
+ICD10 matches for : fatigue M4840XD Fatigue fracture of vertebra, site unspecified, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4840XG Fatigue fracture of vertebra, site unspecified, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4840XS Fatigue fracture of vertebra, site unspecified, sequela of fracture
+ICD10 matches for : fatigue M4841XA Fatigue fracture of vertebra, occipito-atlanto-axial region, initial encounter for fracture
+ICD10 matches for : fatigue M4841XD Fatigue fracture of vertebra, occipito-atlanto-axial region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4841XG Fatigue fracture of vertebra, occipito-atlanto-axial region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4841XS Fatigue fracture of vertebra, occipito-atlanto-axial region, sequela of fracture
+ICD10 matches for : fatigue M4842XA Fatigue fracture of vertebra, cervical region, initial encounter for fracture
+ICD10 matches for : fatigue M4842XD Fatigue fracture of vertebra, cervical region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4842XG Fatigue fracture of vertebra, cervical region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4842XS Fatigue fracture of vertebra, cervical region, sequela of fracture
+ICD10 matches for : fatigue M4843XA Fatigue fracture of vertebra, cervicothoracic region, initial encounter for fracture
+ICD10 matches for : fatigue M4843XD Fatigue fracture of vertebra, cervicothoracic region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4843XG Fatigue fracture of vertebra, cervicothoracic region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4843XS Fatigue fracture of vertebra, cervicothoracic region, sequela of fracture
+ICD10 matches for : fatigue M4844XA Fatigue fracture of vertebra, thoracic region, initial encounter for fracture
+ICD10 matches for : fatigue M4844XD Fatigue fracture of vertebra, thoracic region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4844XG Fatigue fracture of vertebra, thoracic region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4844XS Fatigue fracture of vertebra, thoracic region, sequela of fracture
+ICD10 matches for : fatigue M4845XA Fatigue fracture of vertebra, thoracolumbar region, initial encounter for fracture
+ICD10 matches for : fatigue M4845XD Fatigue fracture of vertebra, thoracolumbar region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4845XG Fatigue fracture of vertebra, thoracolumbar region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4845XS Fatigue fracture of vertebra, thoracolumbar region, sequela of fracture
+ICD10 matches for : fatigue M4846XA Fatigue fracture of vertebra, lumbar region, initial encounter for fracture
+ICD10 matches for : fatigue M4846XD Fatigue fracture of vertebra, lumbar region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4846XG Fatigue fracture of vertebra, lumbar region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4846XS Fatigue fracture of vertebra, lumbar region, sequela of fracture
+ICD10 matches for : fatigue M4847XA Fatigue fracture of vertebra, lumbosacral region, initial encounter for fracture
+ICD10 matches for : fatigue M4847XD Fatigue fracture of vertebra, lumbosacral region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4847XG Fatigue fracture of vertebra, lumbosacral region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4847XS Fatigue fracture of vertebra, lumbosacral region, sequela of fracture
+ICD10 matches for : fatigue M4848XA Fatigue fracture of vertebra, sacral and sacrococcygeal region, initial encounter for fracture
+ICD10 matches for : fatigue M4848XD Fatigue fracture of vertebra, sacral and sacrococcygeal region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4848XG Fatigue fracture of vertebra, sacral and sacrococcygeal region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4848XS Fatigue fracture of vertebra, sacral and sacrococcygeal region, sequela of fracture
+ICD10 matches for : fatigue O26811 Pregnancy related exhaustion and fatigue, first trimester
+ICD10 matches for : fatigue O26812 Pregnancy related exhaustion and fatigue, second trimester
+ICD10 matches for : fatigue O26813 Pregnancy related exhaustion and fatigue, third trimester
+ICD10 matches for : fatigue O26819 Pregnancy related exhaustion and fatigue, unspecified trimester
+ICD10 matches for : fatigue R530 Neoplastic (malignant) related fatigue
+ICD10 matches for : fatigue R5382 Chronic fatigue, unspecified
+ICD10 matches for : fatigue R5383 Other fatigue
+ICD10 matches for : fatigue T676XXA Heat fatigue, transient, initial encounter
+ICD10 matches for : fatigue T676XXD Heat fatigue, transient, subsequent encounter
+ICD10 matches for : fatigue T676XXS Heat fatigue, transient, sequela
+ICD10 matches for : fatigue G933 Postviral fatigue syndrome
+ICD10 matches for : fatigue M4840XA Fatigue fracture of vertebra, site unspecified, initial encounter for fracture
+ICD10 matches for : fatigue M4840XD Fatigue fracture of vertebra, site unspecified, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4840XG Fatigue fracture of vertebra, site unspecified, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4840XS Fatigue fracture of vertebra, site unspecified, sequela of fracture
+ICD10 matches for : fatigue M4841XA Fatigue fracture of vertebra, occipito-atlanto-axial region, initial encounter for fracture
+ICD10 matches for : fatigue M4841XD Fatigue fracture of vertebra, occipito-atlanto-axial region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4841XG Fatigue fracture of vertebra, occipito-atlanto-axial region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4841XS Fatigue fracture of vertebra, occipito-atlanto-axial region, sequela of fracture
+ICD10 matches for : fatigue M4842XA Fatigue fracture of vertebra, cervical region, initial encounter for fracture
+ICD10 matches for : fatigue M4842XD Fatigue fracture of vertebra, cervical region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4842XG Fatigue fracture of vertebra, cervical region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4842XS Fatigue fracture of vertebra, cervical region, sequela of fracture
+ICD10 matches for : fatigue M4843XA Fatigue fracture of vertebra, cervicothoracic region, initial encounter for fracture
+ICD10 matches for : fatigue M4843XD Fatigue fracture of vertebra, cervicothoracic region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4843XG Fatigue fracture of vertebra, cervicothoracic region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4843XS Fatigue fracture of vertebra, cervicothoracic region, sequela of fracture
+ICD10 matches for : fatigue M4844XA Fatigue fracture of vertebra, thoracic region, initial encounter for fracture
+ICD10 matches for : fatigue M4844XD Fatigue fracture of vertebra, thoracic region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4844XG Fatigue fracture of vertebra, thoracic region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4844XS Fatigue fracture of vertebra, thoracic region, sequela of fracture
+ICD10 matches for : fatigue M4845XA Fatigue fracture of vertebra, thoracolumbar region, initial encounter for fracture
+ICD10 matches for : fatigue M4845XD Fatigue fracture of vertebra, thoracolumbar region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4845XG Fatigue fracture of vertebra, thoracolumbar region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4845XS Fatigue fracture of vertebra, thoracolumbar region, sequela of fracture
+ICD10 matches for : fatigue M4846XA Fatigue fracture of vertebra, lumbar region, initial encounter for fracture
+ICD10 matches for : fatigue M4846XD Fatigue fracture of vertebra, lumbar region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4846XG Fatigue fracture of vertebra, lumbar region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4846XS Fatigue fracture of vertebra, lumbar region, sequela of fracture
+ICD10 matches for : fatigue M4847XA Fatigue fracture of vertebra, lumbosacral region, initial encounter for fracture
+ICD10 matches for : fatigue M4847XD Fatigue fracture of vertebra, lumbosacral region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4847XG Fatigue fracture of vertebra, lumbosacral region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4847XS Fatigue fracture of vertebra, lumbosacral region, sequela of fracture
+ICD10 matches for : fatigue M4848XA Fatigue fracture of vertebra, sacral and sacrococcygeal region, initial encounter for fracture
+ICD10 matches for : fatigue M4848XD Fatigue fracture of vertebra, sacral and sacrococcygeal region, subsequent encounter for fracture with routine healing
+ICD10 matches for : fatigue M4848XG Fatigue fracture of vertebra, sacral and sacrococcygeal region, subsequent encounter for fracture with delayed healing
+ICD10 matches for : fatigue M4848XS Fatigue fracture of vertebra, sacral and sacrococcygeal region, sequela of fracture
+ICD10 matches for : fatigue O26811 Pregnancy related exhaustion and fatigue, first trimester
+ICD10 matches for : fatigue O26812 Pregnancy related exhaustion and fatigue, second trimester
+ICD10 matches for : fatigue O26813 Pregnancy related exhaustion and fatigue, third trimester
+ICD10 matches for : fatigue O26819 Pregnancy related exhaustion and fatigue, unspecified trimester
+ICD10 matches for : fatigue R530 Neoplastic (malignant) related fatigue
+ICD10 matches for : fatigue R5382 Chronic fatigue, unspecified
+ICD10 matches for : fatigue R5383 Other fatigue
+ICD10 matches for : fatigue T676XXA Heat fatigue, transient, initial encounter
+ICD10 matches for : fatigue T676XXD Heat fatigue, transient, subsequent encounter
+ICD10 matches for : fatigue T676XXS Heat fatigue, transient, sequela
+ICD10 matches for : sleep F10182 Alcohol abuse with alcohol-induced sleep disorder
+ICD10 matches for : sleep F10282 Alcohol dependence with alcohol-induced sleep disorder
+ICD10 matches for : sleep F10982 Alcohol use, unspecified with alcohol-induced sleep disorder
+ICD10 matches for : sleep F11182 Opioid abuse with opioid-induced sleep disorder
+ICD10 matches for : sleep F11282 Opioid dependence with opioid-induced sleep disorder
+ICD10 matches for : sleep F11982 Opioid use, unspecified with opioid-induced sleep disorder
+ICD10 matches for : sleep F13182 Sedative, hypnotic or anxiolytic abuse with sedative, hypnotic or anxiolytic-induced sleep disorder
+ICD10 matches for : sleep F13282 Sedative, hypnotic or anxiolytic dependence with sedative, hypnotic or anxiolytic-induced sleep disorder
+ICD10 matches for : sleep F13982 Sedative, hypnotic or anxiolytic use, unspecified with sedative, hypnotic or anxiolytic-induced sleep disorder
+ICD10 matches for : sleep F14182 Cocaine abuse with cocaine-induced sleep disorder
+ICD10 matches for : sleep F14282 Cocaine dependence with cocaine-induced sleep disorder
+ICD10 matches for : sleep F14982 Cocaine use, unspecified with cocaine-induced sleep disorder
+ICD10 matches for : sleep F15182 Other stimulant abuse with stimulant-induced sleep disorder
+ICD10 matches for : sleep F15282 Other stimulant dependence with stimulant-induced sleep disorder
+ICD10 matches for : sleep F15982 Other stimulant use, unspecified with stimulant-induced sleep disorder
+ICD10 matches for : sleep F19182 Other psychoactive substance abuse with psychoactive substance-induced sleep disorder
+ICD10 matches for : sleep F19282 Other psychoactive substance dependence with psychoactive substance-induced sleep disorder
+ICD10 matches for : sleep F19982 Other psychoactive substance use, unspecified with psychoactive substance-induced sleep disorder
+ICD10 matches for : sleep F5112 Insufficient sleep syndrome
+ICD10 matches for : sleep F513 Sleepwalking [somnambulism]
+ICD10 matches for : sleep F514 Sleep terrors [night terrors]
+ICD10 matches for : sleep F518 Other sleep disorders not due to a substance or known physiological condition
+ICD10 matches for : sleep F519 Sleep disorder not due to a substance or known physiological condition, unspecified
+ICD10 matches for : sleep G4711 Idiopathic hypersomnia with long sleep time
+ICD10 matches for : sleep G4712 Idiopathic hypersomnia without long sleep time
+ICD10 matches for : sleep G4720 Circadian rhythm sleep disorder, unspecified type
+ICD10 matches for : sleep G4721 Circadian rhythm sleep disorder, delayed sleep phase type
+ICD10 matches for : sleep G4722 Circadian rhythm sleep disorder, advanced sleep phase type
+ICD10 matches for : sleep G4723 Circadian rhythm sleep disorder, irregular sleep wake type
+ICD10 matches for : sleep G4724 Circadian rhythm sleep disorder, free running type
+ICD10 matches for : sleep G4725 Circadian rhythm sleep disorder, jet lag type
+ICD10 matches for : sleep G4726 Circadian rhythm sleep disorder, shift work type
+ICD10 matches for : sleep G4727 Circadian rhythm sleep disorder in conditions classified elsewhere
+ICD10 matches for : sleep G4729 Other circadian rhythm sleep disorder
+ICD10 matches for : sleep G4730 Sleep apnea, unspecified
+ICD10 matches for : sleep G4731 Primary central sleep apnea
+ICD10 matches for : sleep G4733 Obstructive sleep apnea (adult) (pediatric)
+ICD10 matches for : sleep G4734 Idiopathic sleep related nonobstructive alveolar hypoventilation
+ICD10 matches for : sleep G4736 Sleep related hypoventilation in conditions classified elsewhere
+ICD10 matches for : sleep G4737 Central sleep apnea in conditions classified elsewhere
+ICD10 matches for : sleep G4739 Other sleep apnea
+ICD10 matches for : sleep G4752 REM sleep behavior disorder
+ICD10 matches for : sleep G4753 Recurrent isolated sleep paralysis
+ICD10 matches for : sleep G4762 Sleep related leg cramps
+ICD10 matches for : sleep G4763 Sleep related bruxism
+ICD10 matches for : sleep G4769 Other sleep related movement disorders
+ICD10 matches for : sleep G478 Other sleep disorders
+ICD10 matches for : sleep G479 Sleep disorder, unspecified
+ICD10 matches for : sleep P283 Primary sleep apnea of newborn
+ICD10 matches for : sleep Y9384 Activity, sleeping
+ICD10 matches for : sleep Z72820 Sleep deprivation
+ICD10 matches for : sleep Z72821 Inadequate sleep hygiene
+ICD10 matches for : sleep Z73810 Behavioral insomnia of childhood, sleep-onset association type
+ICD10 matches for : sleep F10182 Alcohol abuse with alcohol-induced sleep disorder
+ICD10 matches for : sleep F10282 Alcohol dependence with alcohol-induced sleep disorder
+ICD10 matches for : sleep F10982 Alcohol use, unspecified with alcohol-induced sleep disorder
+ICD10 matches for : sleep F11182 Opioid abuse with opioid-induced sleep disorder
+ICD10 matches for : sleep F11282 Opioid dependence with opioid-induced sleep disorder
+ICD10 matches for : sleep F11982 Opioid use, unspecified with opioid-induced sleep disorder
+ICD10 matches for : sleep F13182 Sedative, hypnotic or anxiolytic abuse with sedative, hypnotic or anxiolytic-induced sleep disorder
+ICD10 matches for : sleep F13282 Sedative, hypnotic or anxiolytic dependence with sedative, hypnotic or anxiolytic-induced sleep disorder
+ICD10 matches for : sleep F13982 Sedative, hypnotic or anxiolytic use, unspecified with sedative, hypnotic or anxiolytic-induced sleep disorder
+ICD10 matches for : sleep F14182 Cocaine abuse with cocaine-induced sleep disorder
+ICD10 matches for : sleep F14282 Cocaine dependence with cocaine-induced sleep disorder
+ICD10 matches for : sleep F14982 Cocaine use, unspecified with cocaine-induced sleep disorder
+ICD10 matches for : sleep F15182 Other stimulant abuse with stimulant-induced sleep disorder
+ICD10 matches for : sleep F15282 Other stimulant dependence with stimulant-induced sleep disorder
+ICD10 matches for : sleep F15982 Other stimulant use, unspecified with stimulant-induced sleep disorder
+ICD10 matches for : sleep F19182 Other psychoactive substance abuse with psychoactive substance-induced sleep disorder
+ICD10 matches for : sleep F19282 Other psychoactive substance dependence with psychoactive substance-induced sleep disorder
+ICD10 matches for : sleep F19982 Other psychoactive substance use, unspecified with psychoactive substance-induced sleep disorder
+ICD10 matches for : sleep F5112 Insufficient sleep syndrome
+ICD10 matches for : sleep F513 Sleepwalking [somnambulism]
+ICD10 matches for : sleep F514 Sleep terrors [night terrors]
+ICD10 matches for : sleep F518 Other sleep disorders not due to a substance or known physiological condition
+ICD10 matches for : sleep F519 Sleep disorder not due to a substance or known physiological condition, unspecified
+ICD10 matches for : sleep G4711 Idiopathic hypersomnia with long sleep time
+ICD10 matches for : sleep G4712 Idiopathic hypersomnia without long sleep time
+ICD10 matches for : sleep G4720 Circadian rhythm sleep disorder, unspecified type
+ICD10 matches for : sleep G4721 Circadian rhythm sleep disorder, delayed sleep phase type
+ICD10 matches for : sleep G4722 Circadian rhythm sleep disorder, advanced sleep phase type
+ICD10 matches for : sleep G4723 Circadian rhythm sleep disorder, irregular sleep wake type
+ICD10 matches for : sleep G4724 Circadian rhythm sleep disorder, free running type
+ICD10 matches for : sleep G4725 Circadian rhythm sleep disorder, jet lag type
+ICD10 matches for : sleep G4726 Circadian rhythm sleep disorder, shift work type
+ICD10 matches for : sleep G4727 Circadian rhythm sleep disorder in conditions classified elsewhere
+ICD10 matches for : sleep G4729 Other circadian rhythm sleep disorder
+ICD10 matches for : sleep G4730 Sleep apnea, unspecified
+ICD10 matches for : sleep G4731 Primary central sleep apnea
+ICD10 matches for : sleep G4733 Obstructive sleep apnea (adult) (pediatric)
+ICD10 matches for : sleep G4734 Idiopathic sleep related nonobstructive alveolar hypoventilation
+ICD10 matches for : sleep G4736 Sleep related hypoventilation in conditions classified elsewhere
+ICD10 matches for : sleep G4737 Central sleep apnea in conditions classified elsewhere
+ICD10 matches for : sleep G4739 Other sleep apnea
+ICD10 matches for : sleep G4752 REM sleep behavior disorder
+ICD10 matches for : sleep G4753 Recurrent isolated sleep paralysis
+ICD10 matches for : sleep G4762 Sleep related leg cramps
+ICD10 matches for : sleep G4763 Sleep related bruxism
+ICD10 matches for : sleep G4769 Other sleep related movement disorders
+ICD10 matches for : sleep G478 Other sleep disorders
+ICD10 matches for : sleep G479 Sleep disorder, unspecified
+ICD10 matches for : sleep P283 Primary sleep apnea of newborn
+ICD10 matches for : sleep Y9384 Activity, sleeping
+ICD10 matches for : sleep Z72820 Sleep deprivation
+ICD10 matches for : sleep Z72821 Inadequate sleep hygiene
+ICD10 matches for : sleep Z73810 Behavioral insomnia of childhood, sleep-onset association type
+ICD10 matches for : syncope G9001 Carotid sinus syncope
+ICD10 matches for : syncope R054 Cough syncope
+ICD10 matches for : syncope R55 Syncope and collapse
+ICD10 matches for : syncope T671XXA Heat syncope, initial encounter
+ICD10 matches for : syncope T671XXD Heat syncope, subsequent encounter
+ICD10 matches for : syncope T671XXS Heat syncope, sequela
+ICD10 matches for : syncope G9001 Carotid sinus syncope
+ICD10 matches for : syncope R054 Cough syncope
+ICD10 matches for : syncope R55 Syncope and collapse
+ICD10 matches for : syncope T671XXA Heat syncope, initial encounter
+ICD10 matches for : syncope T671XXD Heat syncope, subsequent encounter
+ICD10 matches for : syncope T671XXS Heat syncope, sequela
+ICD10 matches for : zziness R42 Dizziness and giddiness
+ICD10 matches for : zziness R42 Dizziness and giddiness
+ICD10 matches for : reactions F438 Other reactions to severe stress
+ICD10 matches for : reactions M364 Arthropathy in hypersensitivity reactions classified elsewhere
+ICD10 matches for : reactions P938 Other reactions and intoxications due to drugs administered to newborn
+ICD10 matches for : reactions T781XXA Other adverse food reactions, not elsewhere classified, initial encounter
+ICD10 matches for : reactions T781XXD Other adverse food reactions, not elsewhere classified, subsequent encounter
+ICD10 matches for : reactions T781XXS Other adverse food reactions, not elsewhere classified, sequela
+ICD10 matches for : reactions F438 Other reactions to severe stress
+ICD10 matches for : reactions M364 Arthropathy in hypersensitivity reactions classified elsewhere
+ICD10 matches for : reactions P938 Other reactions and intoxications due to drugs administered to newborn
+ICD10 matches for : reactions T781XXA Other adverse food reactions, not elsewhere classified, initial encounter
+ICD10 matches for : reactions T781XXD Other adverse food reactions, not elsewhere classified, subsequent encounter
+ICD10 matches for : reactions T781XXS Other adverse food reactions, not elsewhere classified, sequela
+ICD10 matches for : phyla T7800XA Anaphylactic reaction due to unspecified food, initial encounter
+ICD10 matches for : phyla T7800XD Anaphylactic reaction due to unspecified food, subsequent encounter
+ICD10 matches for : phyla T7800XS Anaphylactic reaction due to unspecified food, sequela
+ICD10 matches for : phyla T7801XA Anaphylactic reaction due to peanuts, initial encounter
+ICD10 matches for : phyla T7801XD Anaphylactic reaction due to peanuts, subsequent encounter
+ICD10 matches for : phyla T7801XS Anaphylactic reaction due to peanuts, sequela
+ICD10 matches for : phyla T7802XA Anaphylactic reaction due to shellfish (crustaceans), initial encounter
+ICD10 matches for : phyla T7802XD Anaphylactic reaction due to shellfish (crustaceans), subsequent encounter
+ICD10 matches for : phyla T7802XS Anaphylactic reaction due to shellfish (crustaceans), sequela
+ICD10 matches for : phyla T7803XA Anaphylactic reaction due to other fish, initial encounter
+ICD10 matches for : phyla T7803XD Anaphylactic reaction due to other fish, subsequent encounter
+ICD10 matches for : phyla T7803XS Anaphylactic reaction due to other fish, sequela
+ICD10 matches for : phyla T7804XA Anaphylactic reaction due to fruits and vegetables, initial encounter
+ICD10 matches for : phyla T7804XD Anaphylactic reaction due to fruits and vegetables, subsequent encounter
+ICD10 matches for : phyla T7804XS Anaphylactic reaction due to fruits and vegetables, sequela
+ICD10 matches for : phyla T7805XA Anaphylactic reaction due to tree nuts and seeds, initial encounter
+ICD10 matches for : phyla T7805XD Anaphylactic reaction due to tree nuts and seeds, subsequent encounter
+ICD10 matches for : phyla T7805XS Anaphylactic reaction due to tree nuts and seeds, sequela
+ICD10 matches for : phyla T7806XA Anaphylactic reaction due to food additives, initial encounter
+ICD10 matches for : phyla T7806XD Anaphylactic reaction due to food additives, subsequent encounter
+ICD10 matches for : phyla T7806XS Anaphylactic reaction due to food additives, sequela
+ICD10 matches for : phyla T7807XA Anaphylactic reaction due to milk and dairy products, initial encounter
+ICD10 matches for : phyla T7807XD Anaphylactic reaction due to milk and dairy products, subsequent encounter
+ICD10 matches for : phyla T7807XS Anaphylactic reaction due to milk and dairy products, sequela
+ICD10 matches for : phyla T7808XA Anaphylactic reaction due to eggs, initial encounter
+ICD10 matches for : phyla T7808XD Anaphylactic reaction due to eggs, subsequent encounter
+ICD10 matches for : phyla T7808XS Anaphylactic reaction due to eggs, sequela
+ICD10 matches for : phyla T7809XA Anaphylactic reaction due to other food products, initial encounter
+ICD10 matches for : phyla T7809XD Anaphylactic reaction due to other food products, subsequent encounter
+ICD10 matches for : phyla T7809XS Anaphylactic reaction due to other food products, sequela
+ICD10 matches for : phyla T782XXA Anaphylactic shock, unspecified, initial encounter
+ICD10 matches for : phyla T782XXD Anaphylactic shock, unspecified, subsequent encounter
+ICD10 matches for : phyla T782XXS Anaphylactic shock, unspecified, sequela
+ICD10 matches for : phyla T8051XA Anaphylactic reaction due to administration of blood and blood products, initial encounter
+ICD10 matches for : phyla T8051XD Anaphylactic reaction due to administration of blood and blood products, subsequent encounter
+ICD10 matches for : phyla T8051XS Anaphylactic reaction due to administration of blood and blood products, sequela
+ICD10 matches for : phyla T8052XA Anaphylactic reaction due to vaccination, initial encounter
+ICD10 matches for : phyla T8052XD Anaphylactic reaction due to vaccination, subsequent encounter
+ICD10 matches for : phyla T8052XS Anaphylactic reaction due to vaccination, sequela
+ICD10 matches for : phyla T8059XA Anaphylactic reaction due to other serum, initial encounter
+ICD10 matches for : phyla T8059XD Anaphylactic reaction due to other serum, subsequent encounter
+ICD10 matches for : phyla T8059XS Anaphylactic reaction due to other serum, sequela
+ICD10 matches for : phyla T886XXA Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, initial encounter
+ICD10 matches for : phyla T886XXD Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, subsequent encounter
+ICD10 matches for : phyla T886XXS Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, sequela
+ICD10 matches for : phyla Z2911 Encounter for prophylactic immunotherapy for respiratory syncytial virus (RSV)
+ICD10 matches for : phyla Z2912 Encounter for prophylactic antivenin
+ICD10 matches for : phyla Z2913 Encounter for prophylactic Rho(D) immune globulin
+ICD10 matches for : phyla Z2914 Encounter for prophylactic rabies immune globin
+ICD10 matches for : phyla Z293 Encounter for prophylactic fluoride administration
+ICD10 matches for : phyla Z298 Encounter for other specified prophylactic measures
+ICD10 matches for : phyla Z299 Encounter for prophylactic measures, unspecified
+ICD10 matches for : phyla Z4000 Encounter for prophylactic removal of unspecified organ
+ICD10 matches for : phyla Z4001 Encounter for prophylactic removal of breast
+ICD10 matches for : phyla Z4002 Encounter for prophylactic removal of ovary(s)
+ICD10 matches for : phyla Z4003 Encounter for prophylactic removal of fallopian tube(s)
+ICD10 matches for : phyla Z4009 Encounter for prophylactic removal of other organ
+ICD10 matches for : phyla Z408 Encounter for other prophylactic surgery
+ICD10 matches for : phyla Z409 Encounter for prophylactic surgery, unspecified
+ICD10 matches for : phyla Z87892 Personal history of anaphylaxis
+ICD10 matches for : phyla T7800XA Anaphylactic reaction due to unspecified food, initial encounter
+ICD10 matches for : phyla T7800XD Anaphylactic reaction due to unspecified food, subsequent encounter
+ICD10 matches for : phyla T7800XS Anaphylactic reaction due to unspecified food, sequela
+ICD10 matches for : phyla T7801XA Anaphylactic reaction due to peanuts, initial encounter
+ICD10 matches for : phyla T7801XD Anaphylactic reaction due to peanuts, subsequent encounter
+ICD10 matches for : phyla T7801XS Anaphylactic reaction due to peanuts, sequela
+ICD10 matches for : phyla T7802XA Anaphylactic reaction due to shellfish (crustaceans), initial encounter
+ICD10 matches for : phyla T7802XD Anaphylactic reaction due to shellfish (crustaceans), subsequent encounter
+ICD10 matches for : phyla T7802XS Anaphylactic reaction due to shellfish (crustaceans), sequela
+ICD10 matches for : phyla T7803XA Anaphylactic reaction due to other fish, initial encounter
+ICD10 matches for : phyla T7803XD Anaphylactic reaction due to other fish, subsequent encounter
+ICD10 matches for : phyla T7803XS Anaphylactic reaction due to other fish, sequela
+ICD10 matches for : phyla T7804XA Anaphylactic reaction due to fruits and vegetables, initial encounter
+ICD10 matches for : phyla T7804XD Anaphylactic reaction due to fruits and vegetables, subsequent encounter
+ICD10 matches for : phyla T7804XS Anaphylactic reaction due to fruits and vegetables, sequela
+ICD10 matches for : phyla T7805XA Anaphylactic reaction due to tree nuts and seeds, initial encounter
+ICD10 matches for : phyla T7805XD Anaphylactic reaction due to tree nuts and seeds, subsequent encounter
+ICD10 matches for : phyla T7805XS Anaphylactic reaction due to tree nuts and seeds, sequela
+ICD10 matches for : phyla T7806XA Anaphylactic reaction due to food additives, initial encounter
+ICD10 matches for : phyla T7806XD Anaphylactic reaction due to food additives, subsequent encounter
+ICD10 matches for : phyla T7806XS Anaphylactic reaction due to food additives, sequela
+ICD10 matches for : phyla T7807XA Anaphylactic reaction due to milk and dairy products, initial encounter
+ICD10 matches for : phyla T7807XD Anaphylactic reaction due to milk and dairy products, subsequent encounter
+ICD10 matches for : phyla T7807XS Anaphylactic reaction due to milk and dairy products, sequela
+ICD10 matches for : phyla T7808XA Anaphylactic reaction due to eggs, initial encounter
+ICD10 matches for : phyla T7808XD Anaphylactic reaction due to eggs, subsequent encounter
+ICD10 matches for : phyla T7808XS Anaphylactic reaction due to eggs, sequela
+ICD10 matches for : phyla T7809XA Anaphylactic reaction due to other food products, initial encounter
+ICD10 matches for : phyla T7809XD Anaphylactic reaction due to other food products, subsequent encounter
+ICD10 matches for : phyla T7809XS Anaphylactic reaction due to other food products, sequela
+ICD10 matches for : phyla T782XXA Anaphylactic shock, unspecified, initial encounter
+ICD10 matches for : phyla T782XXD Anaphylactic shock, unspecified, subsequent encounter
+ICD10 matches for : phyla T782XXS Anaphylactic shock, unspecified, sequela
+ICD10 matches for : phyla T8051XA Anaphylactic reaction due to administration of blood and blood products, initial encounter
+ICD10 matches for : phyla T8051XD Anaphylactic reaction due to administration of blood and blood products, subsequent encounter
+ICD10 matches for : phyla T8051XS Anaphylactic reaction due to administration of blood and blood products, sequela
+ICD10 matches for : phyla T8052XA Anaphylactic reaction due to vaccination, initial encounter
+ICD10 matches for : phyla T8052XD Anaphylactic reaction due to vaccination, subsequent encounter
+ICD10 matches for : phyla T8052XS Anaphylactic reaction due to vaccination, sequela
+ICD10 matches for : phyla T8059XA Anaphylactic reaction due to other serum, initial encounter
+ICD10 matches for : phyla T8059XD Anaphylactic reaction due to other serum, subsequent encounter
+ICD10 matches for : phyla T8059XS Anaphylactic reaction due to other serum, sequela
+ICD10 matches for : phyla T886XXA Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, initial encounter
+ICD10 matches for : phyla T886XXD Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, subsequent encounter
+ICD10 matches for : phyla T886XXS Anaphylactic reaction due to adverse effect of correct drug or medicament properly administered, sequela
+ICD10 matches for : phyla Z2911 Encounter for prophylactic immunotherapy for respiratory syncytial virus (RSV)
+ICD10 matches for : phyla Z2912 Encounter for prophylactic antivenin
+ICD10 matches for : phyla Z2913 Encounter for prophylactic Rho(D) immune globulin
+ICD10 matches for : phyla Z2914 Encounter for prophylactic rabies immune globin
+ICD10 matches for : phyla Z293 Encounter for prophylactic fluoride administration
+ICD10 matches for : phyla Z298 Encounter for other specified prophylactic measures
+ICD10 matches for : phyla Z299 Encounter for prophylactic measures, unspecified
+ICD10 matches for : phyla Z4000 Encounter for prophylactic removal of unspecified organ
+ICD10 matches for : phyla Z4001 Encounter for prophylactic removal of breast
+ICD10 matches for : phyla Z4002 Encounter for prophylactic removal of ovary(s)
+ICD10 matches for : phyla Z4003 Encounter for prophylactic removal of fallopian tube(s)
+ICD10 matches for : phyla Z4009 Encounter for prophylactic removal of other organ
+ICD10 matches for : phyla Z408 Encounter for other prophylactic surgery
+ICD10 matches for : phyla Z409 Encounter for prophylactic surgery, unspecified
+ICD10 matches for : phyla Z87892 Personal history of anaphylaxis
+ICD10 matches for : shortness of R0602 Shortness of breath
+ICD10 matches for : shortness of R0602 Shortness of breath

LoincTableCore.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ebc67fe7ec52a031d2157f2938e01ee4c68a75331fa95b01ad13b2338df009c
+size 23786041

OMSTerms.txt

@@ -0,0 +1,244 @@
+OMS matches for : syncope 53    29.07
+Name: Omaha Code, dtype: object 53    271594007
+Name: SNOMED CT concept ID, dtype: object Syncope (disorder) PB0029 Circulation Surveillance SS2907 Syncopal Episodes (Fainting)/Dizziness
+OMS matches for : syncope 53    29.07
+Name: Omaha Code, dtype: object 53    271594007
+Name: SNOMED CT concept ID, dtype: object Syncope (disorder) PB0029 Circulation Surveillance SS2907 Syncopal Episodes (Fainting)/Dizziness
+OMS matches for : undice 102    30.08
+Name: Omaha Code, dtype: object 102    18165001
+Name: SNOMED CT concept ID, dtype: object Jaundice (finding) PB0030 Digestion-hydration Surveillance SS3008 Jaundice/liver enlargement
+OMS matches for : undice 102    30.08
+Name: Omaha Code, dtype: object 102    18165001
+Name: SNOMED CT concept ID, dtype: object Jaundice (finding) PB0030 Digestion-hydration Surveillance SS3008 Jaundice/liver enlargement
+OMS matches for : fatigue 206    12.10
+Name: Omaha Code, dtype: object 206    84229001
+Name: SNOMED CT concept ID, dtype: object Fatigue (finding) PB0012 Mental health Surveillance SS1210 Somatic complaints/fatigue
+OMS matches for : fatigue 206    12.10
+Name: Omaha Code, dtype: object 206    84229001
+Name: SNOMED CT concept ID, dtype: object Fatigue (finding) PB0012 Mental health Surveillance SS1210 Somatic complaints/fatigue
+nan
+nan
+nan
+nan
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Sleep apnea (disorder) PB0036 Sleep and rest patterns Surveillance SS3608 Sleep apnea
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Sleep walking disorder (disorder) PB0036 Sleep and rest patterns Surveillance SS3603 Sleepwalking
+nan
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Insufficient rest/sleep for physical condition (finding) PB0036 Sleep and rest patterns Surveillance SS3606 Insufficient sleep/rest for age/physical condition
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Sleep pattern disrupts family lifestyle (finding) PB0036 Sleep and rest patterns Surveillance SS3601 Sleep/rest pattern disrupts family
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Insufficient rest/sleep for age (finding) PB0036 Sleep and rest patterns Surveillance SS3606 Insufficient sleep/rest for age/physical condition
+nan
+nan
+nan
+nan
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Sleep apnea (disorder) PB0036 Sleep and rest patterns Surveillance SS3608 Sleep apnea
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Sleep walking disorder (disorder) PB0036 Sleep and rest patterns Surveillance SS3603 Sleepwalking
+nan
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Insufficient rest/sleep for physical condition (finding) PB0036 Sleep and rest patterns Surveillance SS3606 Insufficient sleep/rest for age/physical condition
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Sleep pattern disrupts family lifestyle (finding) PB0036 Sleep and rest patterns Surveillance SS3601 Sleep/rest pattern disrupts family
+OMS matches for : sleep 246    02.45
+361    01.45
+405    03.45
+454    04.45
+747    36.08
+748    36.03
+749       36
+753    36.06
+755    36.01
+756    36.06
+Name: Omaha Code, dtype: object 246    225206006
+361    410305008
+405    410352002
+454    410409001
+747     73430006
+748     80495009
+749    106021008
+753    422730001
+755    423439006
+756    425202006
+Name: SNOMED CT concept ID, dtype: object Insufficient rest/sleep for age (finding) PB0036 Sleep and rest patterns Surveillance SS3606 Insufficient sleep/rest for age/physical condition
+OMS matches for : syncope 53    29.07
+Name: Omaha Code, dtype: object 53    271594007
+Name: SNOMED CT concept ID, dtype: object Syncope (disorder) PB0029 Circulation Surveillance SS2907 Syncopal Episodes (Fainting)/Dizziness
+OMS matches for : syncope 53    29.07
+Name: Omaha Code, dtype: object 53    271594007
+Name: SNOMED CT concept ID, dtype: object Syncope (disorder) PB0029 Circulation Surveillance SS2907 Syncopal Episodes (Fainting)/Dizziness

PanelsAndForms-ACW1208Labeled.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:830bed108c436e46fbca26ec4b0cb449cb113bb15159de961f36289c9a6036ef
+size 12613127

README.md

@@ -0,0 +1,13 @@
+---
+title: ⚕️ Clinical Terminology Biomed NLP AI NER 🩺 Gradio
+emoji: 👩‍⚕️CT👩‍⚕️
+colorFrom: blue
+colorTo: yellow
+sdk: gradio
+sdk_version: 3.16.0
+app_file: app.py
+pinned: false
+duplicated_from: DataScienceEngineering/7-NER-Biomed-ClinicalTerms
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -0,0 +1,268 @@
+import gradio as gr
+import pandas as pd
+import json
+from collections import defaultdict
+
+# Create tokenizer for biomed model
+from transformers import pipeline, AutoTokenizer, AutoModelForTokenClassification
+tokenizer = AutoTokenizer.from_pretrained("d4data/biomedical-ner-all")    # https://huggingface.co/d4data/biomedical-ner-all?text=asthma
+model = AutoModelForTokenClassification.from_pretrained("d4data/biomedical-ner-all")
+pipe = pipeline("ner", model=model, tokenizer=tokenizer, aggregation_strategy="simple")
+
+# Matplotlib for entity graph
+import matplotlib.pyplot as plt
+plt.switch_backend("Agg")
+
+# Load examples from JSON
+import os 
+
+# Load terminology datasets:
+basedir = os.path.dirname(__file__)
+#dataLOINC = pd.read_csv(basedir + "\\" + f'LoincTableCore.csv')
+#dataPanels = pd.read_csv(basedir + "\\" + f'PanelsAndForms-ACW1208Labeled.csv')     
+#dataSNOMED = pd.read_csv(basedir + "\\" + f'sct2_TextDefinition_Full-en_US1000124_20220901.txt',sep='\t')   
+#dataOMS = pd.read_csv(basedir + "\\" + f'SnomedOMS.csv')   
+#dataICD10 = pd.read_csv(basedir + "\\" + f'ICD10Diagnosis.csv') 
+
+dataLOINC = pd.read_csv(f'LoincTableCore.csv')
+dataPanels = pd.read_csv(f'PanelsAndForms-ACW1208Labeled.csv')     
+dataSNOMED = pd.read_csv(f'sct2_TextDefinition_Full-en_US1000124_20220901.txt',sep='\t')   
+dataOMS = pd.read_csv(f'SnomedOMS.csv')   
+dataICD10 = pd.read_csv(f'ICD10Diagnosis.csv')   
+
+dir_path = os.path.dirname(os.path.realpath(__file__))
+EXAMPLES = {}
+#with open(dir_path + "\\" + "examples.json", "r") as f:
+with open("examples.json", "r") as f:
+    example_json = json.load(f)
+    EXAMPLES = {x["text"]: x["label"] for x in example_json}
+
+def MatchLOINC(name):
+    #basedir = os.path.dirname(__file__)
+    pd.set_option("display.max_rows", None)
+    #data = pd.read_csv(basedir + "\\" + f'LoincTableCore.csv')    
+    data = dataLOINC
+    swith=data.loc[data['COMPONENT'].str.contains(name, case=False, na=False)]
+    return swith
+    
+def MatchLOINCPanelsandForms(name):
+    #basedir = os.path.dirname(__file__)
+    #data = pd.read_csv(basedir + "\\" + f'PanelsAndForms-ACW1208Labeled.csv')     
+    data = dataPanels
+    # Assessment Name:
+    #swith=data.loc[data['ParentName'].str.contains(name, case=False, na=False)]
+    # Assessment Question:
+    swith=data.loc[data['LoincName'].str.contains(name, case=False, na=False)]
+    return swith
+    
+def MatchSNOMED(name):
+    #basedir = os.path.dirname(__file__)
+    #data = pd.read_csv(basedir + "\\" + f'sct2_TextDefinition_Full-en_US1000124_20220901.txt',sep='\t')   
+    data = dataSNOMED
+    swith=data.loc[data['term'].str.contains(name, case=False, na=False)]
+    return swith
+
+def MatchOMS(name):
+    #basedir = os.path.dirname(__file__)
+    #data = pd.read_csv(basedir + "\\" + f'SnomedOMS.csv')   
+    data = dataOMS
+    swith=data.loc[data['SNOMED CT'].str.contains(name, case=False, na=False)]
+    return swith
+
+def MatchICD10(name):
+    #basedir = os.path.dirname(__file__)
+    #data = pd.read_csv(basedir + "\\" + f'ICD10Diagnosis.csv')   
+    data = dataICD10
+    swith=data.loc[data['Description'].str.contains(name, case=False, na=False)]
+    return swith
+
+def SaveResult(text, outputfileName):
+    #try:
+    basedir = os.path.dirname(__file__)
+    savePath = outputfileName
+    print("Saving: " + text + " to " + savePath)
+    from os.path import exists
+    file_exists = exists(savePath)
+    if file_exists:
+        with open(outputfileName, "a") as f: #append
+            #for line in text:
+            f.write(str(text.replace("\n","  ")))
+            f.write('\n')
+    else:
+        with open(outputfileName, "w") as f: #write
+            #for line in text:
+            f.write(str(text.replace("\n","  ")))
+            f.write('\n')
+    #except ValueError as err:
+    #    raise ValueError("File Save Error in SaveResult \n" + format_tb(err.__traceback__)[0] + err.args[0] + "\nEnd of error message.") from None
+
+    return
+
+def loadFile(filename):
+    try:
+        basedir = os.path.dirname(__file__)
+        loadPath = basedir + "\\" + filename
+
+        print("Loading: " + loadPath)
+
+        from os.path import exists
+        file_exists = exists(loadPath)
+
+        if file_exists:
+            with open(loadPath, "r") as f: #read
+                contents = f.read()
+                print(contents)
+                return contents
+
+    except ValueError as err:
+        raise ValueError("File Save Error in SaveResult \n" + format_tb(err.__traceback__)[0] + err.args[0] + "\nEnd of error message.") from None
+
+    return ""
+
+def get_today_filename():
+    from datetime import datetime
+    date = datetime.now().strftime("%Y_%m_%d-%I.%M.%S.%p")
+    #print(f"filename_{date}")  'filename_2023_01_12-03-29-22_AM'
+    return f"MedNER_{date}.csv"
+
+def get_base(filename): 
+        basedir = os.path.dirname(__file__)
+        loadPath = basedir + "\\" + filename
+        #print("Loading: " + loadPath)
+        return loadPath
+
+def group_by_entity(raw):
+    outputFile = get_base(get_today_filename())
+    out = defaultdict(int)
+
+    for ent in raw:
+        out[ent["entity_group"]] += 1
+        myEntityGroup = ent["entity_group"]
+        print("Found entity group type: " + myEntityGroup)
+
+        if (myEntityGroup in ['Sign_symptom', 'Detailed_description', 'History', 'Activity', 'Medication' ]):
+            eterm = ent["word"].replace('#','')
+            minlength = 3
+            if len(eterm) > minlength:
+                print("Found eterm: " + eterm)
+                eterm.replace("#","")
+                g1=MatchLOINC(eterm)
+                g2=MatchLOINCPanelsandForms(eterm)
+                g3=MatchSNOMED(eterm)
+                g4=MatchOMS(eterm)
+                g5=MatchICD10(eterm)
+                sAll = ""
+
+                print("Saving to output file " + outputFile)
+                # Create harmonisation output format of input to output code, name, Text
+
+                try: # 18 fields, output to labeled CSV dataset for results teaching on scored regret changes to action plan with data inputs
+                    col = "          1                            2            3         4            5                     6                    7                       8                   9              10                   11                         12       13               14                      15                  16                            17                    18                       19"
+                    
+                    #LOINC
+                    g11 = g1['LOINC_NUM'].to_string().replace(","," ").replace("\n"," ")
+                    g12 = g1['COMPONENT'].to_string().replace(","," ").replace("\n"," ")
+                    s1 = ("LOINC," + myEntityGroup + "," + eterm + ",questions of ," + g12 + "," + g11 + ", Label,Value, Label,Value, Label,Value  ")
+                    if g11 != 'Series([]  )': SaveResult(s1, outputFile)
+
+                    #LOINC Panels
+                    g21 = g2['Loinc'].to_string().replace(","," ").replace("\n"," ")
+                    g22 = g2['LoincName'].to_string().replace(","," ").replace("\n"," ")
+                    g23 = g2['ParentLoinc'].to_string().replace(","," ").replace("\n"," ")
+                    g24 = g2['ParentName'].to_string().replace(","," ").replace("\n"," ")
+                    # s2 = ("LOINC Panel," + myEntityGroup + "," + eterm + ",name of ," + g22 + "," + g21 + ", and Parent codes of ," + g23 + ", with Parent names of ," + g24 + ", Label,Value  ")
+                    s2 = ("LOINC Panel," + myEntityGroup + "," + eterm + ",name of ," + g22 + "," + g21 + "," + g24 + ", and Parent codes of ," + g23 + "," + ", Label,Value  ")
+                    if g21 != 'Series([]  )': SaveResult(s2, outputFile)
+
+                    #SNOMED
+                    g31 = g3['conceptId'].to_string().replace(","," ").replace("\n"," ").replace("\l"," ").replace("\r"," ")
+                    g32 = g3['term'].to_string().replace(","," ").replace("\n"," ").replace("\l"," ").replace("\r"," ")
+                    s3 = ("SNOMED Concept," + myEntityGroup + "," + eterm + ",terms of ," + g32 + "," + g31 + ", Label,Value, Label,Value, Label,Value  ")
+                    if g31 != 'Series([]  )': SaveResult(s3, outputFile)
+
+                    #OMS
+                    g41 = g4['Omaha Code'].to_string().replace(","," ").replace("\n"," ")
+                    g42 = g4['SNOMED CT concept ID'].to_string().replace(","," ").replace("\n"," ")
+                    g43 = g4['SNOMED CT'].to_string().replace(","," ").replace("\n"," ")
+                    g44 = g4['PR'].to_string().replace(","," ").replace("\n"," ")
+                    g45 = g4['S&S'].to_string().replace(","," ").replace("\n"," ")
+                    s4 = ("OMS," + myEntityGroup + "," + eterm + ",concepts of ," + g44 + "," + g45 + ", and SNOMED codes of ," + g43 + ", and OMS problem of ," + g42 + ", and OMS Sign Symptom of ," + g41)
+                    if g41 != 'Series([]  )': SaveResult(s4, outputFile)
+
+                    #ICD10
+                    g51 = g5['Code'].to_string().replace(","," ").replace("\n"," ")
+                    g52 = g5['Description'].to_string().replace(","," ").replace("\n"," ")
+                    s5 = ("ICD10," + myEntityGroup + "," + eterm + ",descriptions of ," + g52 + "," + g51 + ", Label,Value, Label,Value, Label,Value  ")
+                    if g51 != 'Series([]  )': SaveResult(s5, outputFile)
+
+                except ValueError as err:
+                    raise ValueError("Error in group by entity \n" + format_tb(err.__traceback__)[0] + err.args[0] + "\nEnd of error message.") from None
+
+    return outputFile
+
+
+def plot_to_figure(grouped):
+    fig = plt.figure()
+    plt.bar(x=list(grouped.keys()), height=list(grouped.values()))
+    plt.margins(0.2)
+    plt.subplots_adjust(bottom=0.4)
+    plt.xticks(rotation=90)
+    return fig
+
+
+def ner(text):
+    raw = pipe(text)
+    ner_content = {
+        "text": text,
+        "entities": [
+            {
+                "entity": x["entity_group"],
+                "word": x["word"],
+                "score": x["score"],
+                "start": x["start"],
+                "end": x["end"],
+            }
+            for x in raw
+        ],
+    }
+    
+    outputFile = group_by_entity(raw)
+    label = EXAMPLES.get(text, "Unknown")
+    outputDataframe = pd.read_csv(outputFile)
+    return (ner_content, outputDataframe, outputFile)
+
+demo = gr.Blocks()
+with demo:
+    gr.Markdown(
+    """
+    # 🩺⚕️NLP Clinical Ontology Biomedical NER 
+    """
+    )
+    input = gr.Textbox(label="Note text", value="")
+
+    with gr.Tab("Biomedical Entity Recognition"):
+        output=[
+            gr.HighlightedText(label="NER", combine_adjacent=True),
+            #gr.JSON(label="Entity Counts"),
+            #gr.Label(label="Rating"),
+            #gr.Plot(label="Bar"),
+            gr.Dataframe(label="Dataframe"),
+            gr.File(label="File"),
+        ]
+        examples=list(EXAMPLES.keys())  
+        gr.Examples(examples, inputs=input)
+        input.change(fn=ner, inputs=input, outputs=output)
+        
+    with gr.Tab("Clinical Terminology Resolution"):
+        with gr.Row(variant="compact"):
+            btnLOINC = gr.Button("LOINC")
+            btnPanels = gr.Button("Panels")
+            btnSNOMED = gr.Button("SNOMED")
+            btnOMS = gr.Button("OMS")
+            btnICD10 = gr.Button("ICD10")
+
+        examples=list(EXAMPLES.keys())  
+        gr.Examples(examples, inputs=input)
+        input.change(fn=ner, inputs=input, outputs=output)
+#layout="vertical"
+demo.launch(debug=True)

backup.app.py

@@ -0,0 +1,268 @@
+import gradio as gr
+import pandas as pd
+import json
+from collections import defaultdict
+
+# Create tokenizer for biomed model
+from transformers import pipeline, AutoTokenizer, AutoModelForTokenClassification
+tokenizer = AutoTokenizer.from_pretrained("d4data/biomedical-ner-all")    # https://huggingface.co/d4data/biomedical-ner-all?text=asthma
+model = AutoModelForTokenClassification.from_pretrained("d4data/biomedical-ner-all")
+pipe = pipeline("ner", model=model, tokenizer=tokenizer, aggregation_strategy="simple")
+
+# Matplotlib for entity graph
+import matplotlib.pyplot as plt
+plt.switch_backend("Agg")
+
+# Load examples from JSON
+import os 
+
+# Load terminology datasets:
+basedir = os.path.dirname(__file__)
+#dataLOINC = pd.read_csv(basedir + "\\" + f'LoincTableCore.csv')
+#dataPanels = pd.read_csv(basedir + "\\" + f'PanelsAndForms-ACW1208Labeled.csv')     
+#dataSNOMED = pd.read_csv(basedir + "\\" + f'sct2_TextDefinition_Full-en_US1000124_20220901.txt',sep='\t')   
+#dataOMS = pd.read_csv(basedir + "\\" + f'SnomedOMS.csv')   
+#dataICD10 = pd.read_csv(basedir + "\\" + f'ICD10Diagnosis.csv') 
+
+dataLOINC = pd.read_csv(f'LoincTableCore.csv')
+dataPanels = pd.read_csv(f'PanelsAndForms-ACW1208Labeled.csv')     
+dataSNOMED = pd.read_csv(f'sct2_TextDefinition_Full-en_US1000124_20220901.txt',sep='\t')   
+dataOMS = pd.read_csv(f'SnomedOMS.csv')   
+dataICD10 = pd.read_csv(f'ICD10Diagnosis.csv')   
+
+dir_path = os.path.dirname(os.path.realpath(__file__))
+EXAMPLES = {}
+#with open(dir_path + "\\" + "examples.json", "r") as f:
+with open("examples.json", "r") as f:
+    example_json = json.load(f)
+    EXAMPLES = {x["text"]: x["label"] for x in example_json}
+