clinical_text_classification
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
I am revising a Google Colab Notebook to work with this model and will release it here when finished.
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("janduplessis886/clinical_text_classification")
topic_model.get_topic_info()
Topic overview
- Number of topics: 300
- Number of training documents: 14442
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | infarction - cardiac - myocardial - coronary - ventricular | 10 | -1_infarction_cardiac_myocardial_coronary |
| 0 | echocardiography - electrocardiographic - coronary - electrocardiography - cardiac | 4185 | 0_echocardiography_electrocardiographic_coronary_electrocardiography |
| 1 | antibiotic - antibiotics - clindamycin - infections - ampicillin | 182 | 1_antibiotic_antibiotics_clindamycin_infections |
| 2 | retinopathy - retinal - retina - ocular - intraocular | 161 | 2_retinopathy_retinal_retina_ocular |
| 3 | preeclampsia - hypertension - pregnancy - hypertensive - pregnancies | 148 | 3_preeclampsia_hypertension_pregnancy_hypertensive |
| 4 | hypertension - hypertensive - angiotensin - reninangiotensin - sodium | 145 | 4_hypertension_hypertensive_angiotensin_reninangiotensin |
| 5 | mri - spinal - spine - vertebral - vertebrae | 139 | 5_mri_spinal_spine_vertebral |
| 6 | lymphomas - lymphoma - lymphoid - immunophenotype - lymphocytes | 134 | 6_lymphomas_lymphoma_lymphoid_immunophenotype |
| 7 | parkinsonism - parkinsonian - parkinsons - dopaminergic - dopamine | 126 | 7_parkinsonism_parkinsonian_parkinsons_dopaminergic |
| 8 | diarrhea - diarrheal - diarrhoea - gastroenteritis - dysentery | 125 | 8_diarrhea_diarrheal_diarrhoea_gastroenteritis |
| 9 | hypoxia - respiratory - ventilatory - hyperoxia - breathing | 118 | 9_hypoxia_respiratory_ventilatory_hyperoxia |
| 10 | hepatitis - hcv - antihcv - antibodies - antibody | 112 | 10_hepatitis_hcv_antihcv_antibodies |
| 11 | analgesia - morphine - epidural - analgesic - bupivacaine | 112 | 11_analgesia_morphine_epidural_analgesic |
| 12 | angioplasty - coronary - angiographic - angiography - stenosis | 111 | 12_angioplasty_coronary_angiographic_angiography |
| 13 | asthma - asthmatic - emphysema - bronchitis - lung | 109 | 13_asthma_asthmatic_emphysema_bronchitis |
| 14 | isradipine - antihypertensive - hypertension - hypertensive - diuretics | 104 | 14_isradipine_antihypertensive_hypertension_hypertensive |
| 15 | ureterostomy - bladder - urethrotomy - urethroplasty - incontinence | 103 | 15_ureterostomy_bladder_urethrotomy_urethroplasty |
| 16 | migraine - migraineurs - sumatriptan - migrainestroke - migraines | 100 | 16_migraine_migraineurs_sumatriptan_migrainestroke |
| 17 | thrombolytic - thrombolysis - fibrinolysis - fibrinopeptide - thrombosis | 99 | 17_thrombolytic_thrombolysis_fibrinolysis_fibrinopeptide |
| 18 | apnea - snoring - sleepiness - polysomnography - hypopnea | 96 | 18_apnea_snoring_sleepiness_polysomnography |
| 19 | regurgitation - aortic - stenosis - cardiac - ventricular | 93 | 19_regurgitation_aortic_stenosis_cardiac |
| 20 | immunodeficiency - hiv - hivpositive - hivinfected - hivassociated | 91 | 20_immunodeficiency_hiv_hivpositive_hivinfected |
| 21 | gonadotropinreleasing - hypogonadotropic - gonadotropin - hormone - ovarian | 90 | 21_gonadotropinreleasing_hypogonadotropic_gonadotropin_hormone |
| 22 | natriuretic - atrial - peptide - hypertensive - cardiac | 88 | 22_natriuretic_atrial_peptide_hypertensive |
| 23 | epilepsy - seizures - seizure - epileptic - epilepticus | 85 | 23_epilepsy_seizures_seizure_epileptic |
| 24 | electrocardiographic - electrocardiogram - tachycardia - arrhythmias - cardiac | 83 | 24_electrocardiographic_electrocardiogram_tachycardia_arrhythmias |
| 25 | hyperalgesia - antinociception - analgesia - antinociceptive - nociceptive | 81 | 25_hyperalgesia_antinociception_analgesia_antinociceptive |
| 26 | prostate - prostatectomy - prostatespecific - cystoprostatectomy - prostatic | 77 | 26_prostate_prostatectomy_prostatespecific_cystoprostatectomy |
| 27 | interleukin2 - cytokines - antitumor - tumorinfiltrating - lymphocytes | 77 | 27_interleukin2_cytokines_antitumor_tumorinfiltrating |
| 28 | cholesterol - hypercholesterolemia - lipoproteins - lipoprotein - lipoproteina | 75 | 28_cholesterol_hypercholesterolemia_lipoproteins_lipoprotein |
| 29 | laryngectomy - hemilaryngectomy - tumour - radiotherapy - carcinoma | 72 | 29_laryngectomy_hemilaryngectomy_tumour_radiotherapy |
| 30 | angiography - echocardiography - coronary - myocardial - ischemia | 72 | 30_angiography_echocardiography_coronary_myocardial |
| 31 | aortoplasty - aorta - aortic - aneurysms - aneurysm | 71 | 31_aortoplasty_aorta_aortic_aneurysms |
| 32 | reperfusion - resuscitation - ischemia - myocardial - infarction | 69 | 32_reperfusion_resuscitation_ischemia_myocardial |
| 33 | chromosome - cytogenetic - chromosomes - genes - genetic | 68 | 33_chromosome_cytogenetic_chromosomes_genes |
| 34 | vasculitis - autoantibodies - vasculitides - polyarteritis - granulomatosis | 65 | 34_vasculitis_autoantibodies_vasculitides_polyarteritis |
| 35 | colitis - ileostomy - colonoscopy - ileocolitis - ulcerative | 64 | 35_colitis_ileostomy_colonoscopy_ileocolitis |
| 36 | vein - intrahepatic - portal - veins - venous | 64 | 36_vein_intrahepatic_portal_veins |
| 37 | papillomaviruses - papillomavirus - hpv - hpv16 - papilloma | 64 | 37_papillomaviruses_papillomavirus_hpv_hpv16 |
| 38 | antiarrhythmic - proarrhythmic - proarrhythmia - arrhythmias - arrhythmia | 63 | 38_antiarrhythmic_proarrhythmic_proarrhythmia_arrhythmias |
| 39 | lupus - antiphospholipid - vasculitis - thrombocytopenia - thrombosis | 63 | 39_lupus_antiphospholipid_vasculitis_thrombocytopenia |
| 40 | melanomas - melanoma - melanosis - nonmelanoma - melanocytic | 62 | 40_melanomas_melanoma_melanosis_nonmelanoma |
| 41 | chemotherapy - chemotherapeutic - intraperitoneal - antitumor - peritoneal | 61 | 41_chemotherapy_chemotherapeutic_intraperitoneal_antitumor |
| 42 | pancreatitis - pancreatic - pancreas - pancreaticoduodenectomy - pancreatoduodenectomy | 60 | 42_pancreatitis_pancreatic_pancreas_pancreaticoduodenectomy |
| 43 | echocardiography - mitral - echocardiographic - stenosis - ventricular | 60 | 43_echocardiography_mitral_echocardiographic_stenosis |
| 44 | schwannomas - schwannoma - neurofibromas - neurofibromatosis - neurothekeomas | 59 | 44_schwannomas_schwannoma_neurofibromas_neurofibromatosis |
| 45 | seizures - seizure - epilepsy - epileptic - antiepileptic | 58 | 45_seizures_seizure_epilepsy_epileptic |
| 46 | cholecystectomy - cholescintigraphy - cholangiography - cholecystokinin - cholecystitis | 56 | 46_cholecystectomy_cholescintigraphy_cholangiography_cholecystokinin |
| 47 | thrombolytic - thrombolysis - infarction - infarct - infarctrelated | 56 | 47_thrombolytic_thrombolysis_infarction_infarct |
| 48 | dementia - alzheimers - elderly - impairment - aging | 54 | 48_dementia_alzheimers_elderly_impairment |
| 49 | gastric - pylori - gastritis - helicobacter - ulcer | 54 | 49_gastric_pylori_gastritis_helicobacter |
| 50 | nephrectomy - renal - pilomatricomas - tumor - tumors | 53 | 50_nephrectomy_renal_pilomatricomas_tumor |
| 51 | mastectomy - lumpectomy - breastconserving - radiotherapy - carcinoma | 53 | 51_mastectomy_lumpectomy_breastconserving_radiotherapy |
| 52 | colonoscopy - adenomas - colonoscopic - neoplasia - adenoma | 52 | 52_colonoscopy_adenomas_colonoscopic_neoplasia |
| 53 | cytokines - leukemia - marrow - interleukin4 - myeloma | 51 | 53_cytokines_leukemia_marrow_interleukin4 |
| 54 | pain - painrelated - symptomatology - arthritis - depression | 51 | 54_pain_painrelated_symptomatology_arthritis |
| 55 | pancreatic - pancreatitis - nutritional - nutrition - pancreatectomized | 50 | 55_pancreatic_pancreatitis_nutritional_nutrition |
| 56 | hepatitis - alcoholic - cirrhosis - hepatic - liver | 50 | 56_hepatitis_alcoholic_cirrhosis_hepatic |
| 57 | femoral - arthroplasty - hip - acetabular - osteoarthritis | 49 | 57_femoral_arthroplasty_hip_acetabular |
| 58 | tumor - tumors - testicular - malignant - tumours | 48 | 58_tumor_tumors_testicular_malignant |
| 59 | hemorrhage - hemorrhagic - hemodynamic - resuscitation - hypertension | 48 | 59_hemorrhage_hemorrhagic_hemodynamic_resuscitation |
| 60 | hemorrhage - vasospasm - aneurysm - subarachnoid - intracranial | 48 | 60_hemorrhage_vasospasm_aneurysm_subarachnoid |
| 61 | reflux - heartburn - gastrooesophageal - gastroesophageal - esophagus | 48 | 61_reflux_heartburn_gastrooesophageal_gastroesophageal |
| 62 | melanocytes - epithelial - cells - tgfalpha - tumor | 48 | 62_melanocytes_epithelial_cells_tgfalpha |
| 63 | angioplasty - laser - laserassisted - coronary - percutaneous | 47 | 63_angioplasty_laser_laserassisted_coronary |
| 64 | ulcer - duodenitis - ulcers - duodenal - ranitidine | 46 | 64_ulcer_duodenitis_ulcers_duodenal |
| 65 | hemangiomas - hemangioma - hemangioblastoma - hemangiopericytomas - hemangiopericytoma | 46 | 65_hemangiomas_hemangioma_hemangioblastoma_hemangiopericytomas |
| 66 | femoropopliteal - femorofemoral - graft - arteriovenous - grafts | 46 | 66_femoropopliteal_femorofemoral_graft_arteriovenous |
| 67 | endometriosis - endometritis - endometriomas - endometrioma - endometrial | 46 | 67_endometriosis_endometritis_endometriomas_endometrioma |
| 68 | thrombosis - thromboembolism - enoxaparin - thromboprophylaxis - antithrombotic | 45 | 68_thrombosis_thromboembolism_enoxaparin_thromboprophylaxis |
| 69 | transplantation - transplantations - transplant - transplants - transplanted | 45 | 69_transplantation_transplantations_transplant_transplants |
| 70 | angiotensinconverting - angiotensin - inhibitors - inhibitor - cardioprotective | 44 | 70_angiotensinconverting_angiotensin_inhibitors_inhibitor |
| 71 | tracheoesophageal - tracheostomy - tracheooesophageal - tracheal - bronchoscopic | 44 | 71_tracheoesophageal_tracheostomy_tracheooesophageal_tracheal |
| 72 | intraoperative - rectum - anastomosis - postoperative - colonic | 44 | 72_intraoperative_rectum_anastomosis_postoperative |
| 73 | cholecystolithotripsy - lithotripsy - gallstones - gallbladder - gallstone | 44 | 73_cholecystolithotripsy_lithotripsy_gallstones_gallbladder |
| 74 | mitochondrial - encephalomyopathy - mitochondria - encephalopathy - encephalomyopathies | 43 | 74_mitochondrial_encephalomyopathy_mitochondria_encephalopathy |
| 75 | hormone - hypothyroidism - thyrotropin - thyrotropinreleasing - gonadotroph | 43 | 75_hormone_hypothyroidism_thyrotropin_thyrotropinreleasing |
| 76 | endocarditis - echocardiography - pericarditis - echocardiographic - echocardiograms | 42 | 76_endocarditis_echocardiography_pericarditis_echocardiographic |
| 77 | deficiency - vitamin - vitamins - supplementation - cobalamin | 42 | 77_deficiency_vitamin_vitamins_supplementation |
| 78 | bile - gallstones - choreaacanthocytosis - gallbladder - cholestatic | 41 | 78_bile_gallstones_choreaacanthocytosis_gallbladder |
| 79 | cytometry - dnadiploid - tumor - tumors - cancers | 41 | 79_cytometry_dnadiploid_tumor_tumors |
| 80 | rhinovirus - infections - pneumonia - pathogens - infectious | 41 | 80_rhinovirus_infections_pneumonia_pathogens |
| 81 | dietary - nutritional - nutrition - diet - intestinal | 40 | 81_dietary_nutritional_nutrition_diet |
| 82 | cerebrovascular - endarterectomies - carotid - endarterectomy - endarterectomyvein | 39 | 82_cerebrovascular_endarterectomies_carotid_endarterectomy |
| 83 | hepatocellular - hepatic - liver - imaging - tumor | 38 | 83_hepatocellular_hepatic_liver_imaging |
| 84 | demyelination - encephalopathy - sclerosis - gliosis - mri | 38 | 84_demyelination_encephalopathy_sclerosis_gliosis |
| 85 | esophageal - esophagus - lasertreated - endoscopic - carcinoma | 37 | 85_esophageal_esophagus_lasertreated_endoscopic |
| 86 | ulcer - gastroprotective - gastroprotection - ulcers - ulcerhealing | 37 | 86_ulcer_gastroprotective_gastroprotection_ulcers |
| 87 | echocardiography - echocardiographic - echocardiogram - ventriculoatrial - cardiac | 36 | 87_echocardiography_echocardiographic_echocardiogram_ventriculoatrial |
| 88 | splenosis - myositis - splenomas - abdominal - vasculitis | 36 | 88_splenosis_myositis_splenomas_abdominal |
| 89 | neurosurgical - tumor - tumors - acoustic - surgical | 36 | 89_neurosurgical_tumor_tumors_acoustic |
| 90 | gliomatosis - tumor - tumors - mesothelioma - adenocarcinoma | 35 | 90_gliomatosis_tumor_tumors_mesothelioma |
| 91 | carcinoma - tumors - tumor - cancer - tumorabsorbed | 35 | 91_carcinoma_tumors_tumor_cancer |
| 92 | diastolic - ventricular - systolic - enddiastolic - echocardiographic | 35 | 92_diastolic_ventricular_systolic_enddiastolic |
| 93 | mdr1pglycoprotein - leukemia - chemotherapy - leukemias - mdr1 | 34 | 93_mdr1pglycoprotein_leukemia_chemotherapy_leukemias |
| 94 | fractures - fracture - maxillofacial - osseointegration - orbital | 34 | 94_fractures_fracture_maxillofacial_osseointegration |
| 95 | electromyographic - electromyography - nerve - cerebellopontine - intraoperative | 34 | 95_electromyographic_electromyography_nerve_cerebellopontine |
| 96 | gastric - endoscopic - gastrectomy - gastritis - tumor | 34 | 96_gastric_endoscopic_gastrectomy_gastritis |
| 97 | dementia - aphasiology - impairment - aphasia - dyslexia | 33 | 97_dementia_aphasiology_impairment_aphasia |
| 98 | thyroidectomy - thyroid - thyroiditis - carcinoma - cancers | 33 | 98_thyroidectomy_thyroid_thyroiditis_carcinoma |
| 99 | myelin - neuropathy - hypomyelination - myelinated - nerves | 33 | 99_myelin_neuropathy_hypomyelination_myelinated |
| 100 | nosocomial - pneumonia - gastritis - prophylaxis - ranitidine | 33 | 100_nosocomial_pneumonia_gastritis_prophylaxis |
| 101 | leukemia - chemotherapy - leukaemia - marrow - remission | 33 | 101_leukemia_chemotherapy_leukaemia_marrow |
| 102 | cysts - cyst - choroidal - intracranial - lesions | 33 | 102_cysts_cyst_choroidal_intracranial |
| 103 | anal - incontinence - sphinctersparing - sphincters - sphincter | 33 | 103_anal_incontinence_sphinctersparing_sphincters |
| 104 | venous - veins - vein - thrombosis - hemodynamically | 32 | 104_venous_veins_vein_thrombosis |
| 105 | mammographichistologic - mammography - mammographic - mammographically - mammogram | 32 | 105_mammographichistologic_mammography_mammographic_mammographically |
| 106 | cocainerelated - cocaine - cocaineinduced - cocaineassociated - intoxication | 32 | 106_cocainerelated_cocaine_cocaineinduced_cocaineassociated |
| 107 | flaps - flap - cleft - clefts - palatoplasty | 32 | 107_flaps_flap_cleft_clefts |
| 108 | arteries - arteriograms - artery - arterial - stenosis | 32 | 108_arteries_arteriograms_artery_arterial |
| 109 | meningitis - inflammation - infections - cerebrospinal - dexamethasone | 32 | 109_meningitis_inflammation_infections_cerebrospinal |
| 110 | dysphagia - oralpharyngeal - swallowing - dysphagic - oropharyngeal | 31 | 110_dysphagia_oralpharyngeal_swallowing_dysphagic |
| 111 | gastrectomy - gastric - cancers - cancer - ulcer | 31 | 111_gastrectomy_gastric_cancers_cancer |
| 112 | hypothermia - hypothermic - resuscitative - temperature - temperatures | 30 | 112_hypothermia_hypothermic_resuscitative_temperature |
| 113 | sarcoma - sarcomas - rhabdomyosarcoma - rhabdomyosarcomas - tumors | 30 | 113_sarcoma_sarcomas_rhabdomyosarcoma_rhabdomyosarcomas |
| 114 | otitis - ear - ears - infection - infections | 30 | 114_otitis_ear_ears_infection |
| 115 | cerebral - neglect - saccade - hemispheric - gazing | 30 | 115_cerebral_neglect_saccade_hemispheric |
| 116 | neurosurgery - neurosurgical - paramedic - hospitalization - malpractice | 30 | 116_neurosurgery_neurosurgical_paramedic_hospitalization |
| 117 | allergy - allergic - allergies - hypersensitivity - dermatitis | 30 | 117_allergy_allergic_allergies_hypersensitivity |
| 118 | abnormalities - schizencephaly - malformations - cerebral - encephaloceles | 30 | 118_abnormalities_schizencephaly_malformations_cerebral |
| 119 | auditory - hearing - ear - ears - cochlear | 29 | 119_auditory_hearing_ear_ears |
| 120 | osteosarcoma - osteosarcomas - metastasectomy - chemotherapy - chemotherapyinduced | 29 | 120_osteosarcoma_osteosarcomas_metastasectomy_chemotherapy |
| 121 | bladderpreserving - bladder - cystoscopy - carcinoma - carcinosarcoma | 29 | 121_bladderpreserving_bladder_cystoscopy_carcinoma |
| 122 | herniation - hernia - hernias - herniarelated - groin | 29 | 122_herniation_hernia_hernias_herniarelated |
| 123 | hepatic - liver - anhepatic - prognosis - hepatocyte | 29 | 123_hepatic_liver_anhepatic_prognosis |
| 124 | bronchoscopy - bronchioloalveolar - bronchoplastic - bronchiologram - pulmonary | 29 | 124_bronchoscopy_bronchioloalveolar_bronchoplastic_bronchiologram |
| 125 | crohns - colitis - bowel - intestinal - nutritional | 29 | 125_crohns_colitis_bowel_intestinal |
| 126 | angioplasty - restenosis - angiographic - restenosed - coronary | 28 | 126_angioplasty_restenosis_angiographic_restenosed |
| 127 | nsaids - nsaid - ulcerogenic - ulcer - aspirin | 28 | 127_nsaids_nsaid_ulcerogenic_ulcer |
| 128 | carcinomas - carcinoma - tumor - tumors - cancers | 28 | 128_carcinomas_carcinoma_tumor_tumors |
| 129 | neonatal - extracorporeal - respiratory - oxygenation - pulmonary | 28 | 129_neonatal_extracorporeal_respiratory_oxygenation |
| 130 | stroke - artery - atherosclerosis - cerebrovascular - infarcts | 28 | 130_stroke_artery_atherosclerosis_cerebrovascular |
| 131 | defibrillator - defibrillators - defibrillation - defibrillated - nonarrhythmic | 27 | 131_defibrillator_defibrillators_defibrillation_defibrillated |
| 132 | coma - intracranial - intradural - resuscitation - headinjured | 27 | 132_coma_intracranial_intradural_resuscitation |
| 133 | meningiomas - meningioma - cranial - craniotomy - neurotologic | 27 | 133_meningiomas_meningioma_cranial_craniotomy |
| 134 | glomerulopathy - glomerulonephritis - glomerulosclerosis - nephropathy - glomerular | 27 | 134_glomerulopathy_glomerulonephritis_glomerulosclerosis_nephropathy |
| 135 | appendicitis - appendectomy - ileocaecitis - appendix - ultrasonography | 27 | 135_appendicitis_appendectomy_ileocaecitis_appendix |
| 136 | embolism - embolization - arteriovenous - embolectomy - popliteal | 27 | 136_embolism_embolization_arteriovenous_embolectomy |
| 137 | phosphorylation - kinases - kinase - phosphorylated - kinasemediated | 26 | 137_phosphorylation_kinases_kinase_phosphorylated |
| 138 | transcriptional - genes - transcription - gene - oncoprotein | 26 | 138_transcriptional_genes_transcription_gene |
| 139 | fluconazole - candidiasis - candidemia - ketoconazole - antifungal | 26 | 139_fluconazole_candidiasis_candidemia_ketoconazole |
| 140 | sinusitis - sinuses - sinus - paranasal - nasal | 26 | 140_sinusitis_sinuses_sinus_paranasal |
| 141 | esophageal - esophagus - achalasia - oesophageal - esophagomyotomy | 26 | 141_esophageal_esophagus_achalasia_oesophageal |
| 142 | muscle - muscles - musculature - electromyographic - strength | 26 | 142_muscle_muscles_musculature_electromyographic |
| 143 | cyclosporin - cyclosporine - cyclosporineinduced - transplantation - transplant | 26 | 143_cyclosporin_cyclosporine_cyclosporineinduced_transplantation |
| 144 | mri - cerebral - tomography - hydrocephalus - cerebellorubral | 25 | 144_mri_cerebral_tomography_hydrocephalus |
| 145 | hemopericardium - pericardiectomy - pericarditis - cardiac - echocardiography | 25 | 145_hemopericardium_pericardiectomy_pericarditis_cardiac |
| 146 | tonsillectomy - tonsillectomies - tonsillitis - tonsil - tonsils | 25 | 146_tonsillectomy_tonsillectomies_tonsillitis_tonsil |
| 147 | neurofilaments - neurodegenerative - neurofilament - neuronal - amyotrophy | 25 | 147_neurofilaments_neurodegenerative_neurofilament_neuronal |
| 148 | thrombolysis - thrombolytic - myocardial - cardiac - cardioversion | 25 | 148_thrombolysis_thrombolytic_myocardial_cardiac |
| 149 | adrenalectomy - pheochromocytomas - pheochromocytoma - adrenocortical - hyperaldosteronism | 25 | 149_adrenalectomy_pheochromocytomas_pheochromocytoma_adrenocortical |
| 150 | knee - knees - ligament - patellar - femoral | 25 | 150_knee_knees_ligament_patellar |
| 151 | anaesthesia - endoscopy - oximetry - sedation - electrocardiogram | 25 | 151_anaesthesia_endoscopy_oximetry_sedation |
| 152 | aspergillosis - aspergilloma - aspergillus - fungal - rhinosinusitis | 25 | 152_aspergillosis_aspergilloma_aspergillus_fungal |
| 153 | vestibular - vertigo - labyrinthectomy - menieres - tinnitus | 25 | 153_vestibular_vertigo_labyrinthectomy_menieres |
| 154 | underinsured - healthcare - disability - neurologist - medical | 23 | 154_underinsured_healthcare_disability_neurologist |
| 155 | insulin - insulinreceptor - insulinomabearing - diabetes - glucose | 23 | 155_insulin_insulinreceptor_insulinomabearing_diabetes |
| 156 | psoriasis - psoriatic - nonpsoriatic - dermatitis - dermatosis | 23 | 156_psoriasis_psoriatic_nonpsoriatic_dermatitis |
| 157 | hepatocarcinoma - hepatocellular - hepatocytes - hepatitis - hepatic | 23 | 157_hepatocarcinoma_hepatocellular_hepatocytes_hepatitis |
| 158 | chemotherapy - cisplatin - oncology - carboplatin - cancer | 23 | 158_chemotherapy_cisplatin_oncology_carboplatin |
| 159 | astrocytoma - gliofibroma - astrocytomas - glioblastoma - gliofibromas | 23 | 159_astrocytoma_gliofibroma_astrocytomas_glioblastoma |
| 160 | syncope - systolic - orthostatic - dizziness - hypotension | 23 | 160_syncope_systolic_orthostatic_dizziness |
| 161 | smoking - tobacco - smokers - smokingattributable - cigarette | 22 | 161_smoking_tobacco_smokers_smokingattributable |
| 162 | neuromuscular - myasthenia - autoimmune - myasthenic - myositis | 22 | 162_neuromuscular_myasthenia_autoimmune_myasthenic |
| 163 | duodenobronchial - fistula - fistulas - duodenal - abdominobronchial | 22 | 163_duodenobronchial_fistula_fistulas_duodenal |
| 164 | schistosomiasis - schistosoma - schistosomal - schistosome - splenocytes | 22 | 164_schistosomiasis_schistosoma_schistosomal_schistosome |
| 165 | hepatitis - vaccine - vaccination - immunization - immunisation | 22 | 165_hepatitis_vaccine_vaccination_immunization |
| 166 | radiotherapy - chemoradiation - cervix - carcinoma - hysterectomy | 22 | 166_radiotherapy_chemoradiation_cervix_carcinoma |
| 167 | calcium - calciumindependent - myocardial - ca2i - ca2 | 22 | 167_calcium_calciumindependent_myocardial_ca2i |
| 168 | nephrectomy - carcinoma - thrombectomy - metastasis - tumor | 22 | 168_nephrectomy_carcinoma_thrombectomy_metastasis |
| 169 | cholesteatoma - cholesteatomas - otoplasty - otomastoiditis - mastoidectomy | 21 | 169_cholesteatoma_cholesteatomas_otoplasty_otomastoiditis |
| 170 | chylothorax - thoracotomy - pneumothorax - lymphangiography - thoracostomy | 21 | 170_chylothorax_thoracotomy_pneumothorax_lymphangiography |
| 171 | tachyarrhythmias - atrioventricular - tachycardia - arrhythmias - arrhythmia | 21 | 171_tachyarrhythmias_atrioventricular_tachycardia_arrhythmias |
| 172 | osteoporosis - osteoporotic - osteodystrophy - bonedensity - osteopenia | 21 | 172_osteoporosis_osteoporotic_osteodystrophy_bonedensity |
| 173 | aneurysms - aneurysm - arteriovenous - arteriescase - intracranial | 21 | 173_aneurysms_aneurysm_arteriovenous_arteriescase |
| 174 | adenosine - adenine - tachycardia - coronary - myocardial | 21 | 174_adenosine_adenine_tachycardia_coronary |
| 175 | neonatal - birthweight - infants - verylowbirthweight - infant | 20 | 175_neonatal_birthweight_infants_verylowbirthweight |
| 176 | herpes - acyclovirresistant - antiviral - acyclovir - infection | 20 | 176_herpes_acyclovirresistant_antiviral_acyclovir |
| 177 | herniation - myocardial - cervical - herniated - pain | 20 | 177_herniation_myocardial_cervical_herniated |
| 178 | mammography - mammographic - mammogram - mammograms - screening | 20 | 178_mammography_mammographic_mammogram_mammograms |
| 179 | thrombosis - venous - thrombophlebitis - vein - venography | 20 | 179_thrombosis_venous_thrombophlebitis_vein |
| 180 | mortality - deaths - lifespan - malignancy - dying | 19 | 180_mortality_deaths_lifespan_malignancy |
| 181 | shoulder - shoulders - shouldergirdle - glenoid - humeral | 19 | 181_shoulder_shoulders_shouldergirdle_glenoid |
| 182 | cardiopulmonary - arteriography - pulmonary - hemorrhage - ventricle | 19 | 182_cardiopulmonary_arteriography_pulmonary_hemorrhage |
| 183 | celiacs - celiac - gluten - glutenfree - coeliac | 19 | 183_celiacs_celiac_gluten_glutenfree |
| 184 | electrocoagulation - endoscopy - endoscopic - bleeding - endoscopically | 18 | 184_electrocoagulation_endoscopy_endoscopic_bleeding |
| 185 | fibrillation - stroke - atrial - anticoagulants - anticoagulant | 18 | 185_fibrillation_stroke_atrial_anticoagulants |
| 186 | atherosclerosis - plaque - atherosclerotic - plaques - arteries | 18 | 186_atherosclerosis_plaque_atherosclerotic_plaques |
| 187 | antihypertensive - hypertension - calcium - hypertensive - pharmacology | 18 | 187_antihypertensive_hypertension_calcium_hypertensive |
| 188 | lichen - dermatologia - dermatological - depigmentosus - hidradenitis | 18 | 188_lichen_dermatologia_dermatological_depigmentosus |
| 189 | sarcoidosis - neurosarcoidosis - granulomas - sarcoid - granuloma | 18 | 189_sarcoidosis_neurosarcoidosis_granulomas_sarcoid |
| 190 | carpal - elbow - epicondylectomy - neuropathy - splinting | 17 | 190_carpal_elbow_epicondylectomy_neuropathy |
| 191 | cardiomyocytes - cardiomyopathy - myocardial - cardiac - myocardium | 17 | 191_cardiomyocytes_cardiomyopathy_myocardial_cardiac |
| 192 | estrogen - antiestrogen - progesterone - tamoxifen - hormone | 17 | 192_estrogen_antiestrogen_progesterone_tamoxifen |
| 193 | cerebrospinal - ventriculoperitoneal - ventriculomegaly - intracranial - pseudotumor | 17 | 193_cerebrospinal_ventriculoperitoneal_ventriculomegaly_intracranial |
| 194 | fatigue - depression - chronic - psychiatric - symptoms | 17 | 194_fatigue_depression_chronic_psychiatric |
| 195 | autoimmunity - autoimmune - antigens - antigen - rheumatoid | 17 | 195_autoimmunity_autoimmune_antigens_antigen |
| 196 | hyperparathyroidism - hyperthyroidism - parathyroidectomy - parathyroid - hyperplasia | 17 | 196_hyperparathyroidism_hyperthyroidism_parathyroidectomy_parathyroid |
| 197 | intrahepatic - chemoembolization - hepatocellular - embolization - bilirubin | 17 | 197_intrahepatic_chemoembolization_hepatocellular_embolization |
| 198 | cavernoma - cavernomas - hemangiomas - cavernous - hemangioma | 17 | 198_cavernoma_cavernomas_hemangiomas_cavernous |
| 199 | hepatocytes - lymphocyte - lymphocytes - hepatocellular - lymphocytemediated | 17 | 199_hepatocytes_lymphocyte_lymphocytes_hepatocellular |
| 200 | osteonectin - osteosarcoma - osteocalcin - adenylate - kinase | 17 | 200_osteonectin_osteosarcoma_osteocalcin_adenylate |
| 201 | carcinomas - carcinoma - tumor - basal - biopsy | 17 | 201_carcinomas_carcinoma_tumor_basal |
| 202 | renal - proteinuria - kidney - kidneys - glomerular | 17 | 202_renal_proteinuria_kidney_kidneys |
| 203 | cytokineendothelial - interleukin2 - leukocyteendothelial - cytokines - cytokine | 16 | 203_cytokineendothelial_interleukin2_leukocyteendothelial_cytokines |
| 204 | thrombocytopenia - thrombocythemia - thrombohemorrhagic - thrombocytosis - thrombosis | 16 | 204_thrombocytopenia_thrombocythemia_thrombohemorrhagic_thrombocytosis |
| 205 | aspirin - aspirincombination - infarction - infarctions - angina | 16 | 205_aspirin_aspirincombination_infarction_infarctions |
| 206 | pancreatectomy - pancreatoduodenectomy - pancreas - pancreatic - pancreatitis | 16 | 206_pancreatectomy_pancreatoduodenectomy_pancreas_pancreatic |
| 207 | malaria - plasmodium - epidemiology - fever - pyrimethamine | 16 | 207_malaria_plasmodium_epidemiology_fever |
| 208 | prions - prion - spongiform - proteinase - proteins | 16 | 208_prions_prion_spongiform_proteinase |
| 209 | enteroscopic - enteroscopy - gastrointestinal - bleeding - bowel | 16 | 209_enteroscopic_enteroscopy_gastrointestinal_bleeding |
| 210 | amnesia - hippocampal - alzheimer - cortex - neuropsychological | 16 | 210_amnesia_hippocampal_alzheimer_cortex |
| 211 | hepatocarcinogenesis - hepatocytes - liver - hepatocyte - livers | 16 | 211_hepatocarcinogenesis_hepatocytes_liver_hepatocyte |
| 212 | burgdorferispecific - burgdorferiassociated - lyme - burgdorferi - acrodermatitis | 16 | 212_burgdorferispecific_burgdorferiassociated_lyme_burgdorferi |
| 213 | ischemiareperfusion - ischemia - peroxidation - cyclooxygenase - perfusion | 16 | 213_ischemiareperfusion_ischemia_peroxidation_cyclooxygenase |
| 214 | apnea - apneabradycardia - infants - infant - sids | 16 | 214_apnea_apneabradycardia_infants_infant |
| 215 | arteriovenous - angioplasty - coronarytopulmonary - arterypulmonary - catheterization | 15 | 215_arteriovenous_angioplasty_coronarytopulmonary_arterypulmonary |
| 216 | spinal - paraplegic - ischemia - ischemiainduced - aortic | 15 | 216_spinal_paraplegic_ischemia_ischemiainduced |
| 217 | infarction - coronary - myocardial - cardiomyopathy - angiographic | 15 | 217_infarction_coronary_myocardial_cardiomyopathy |
| 218 | alcoholic - ethanol - alcohol - neuronal - alcoholics | 15 | 218_alcoholic_ethanol_alcohol_neuronal |
| 219 | aneurysms - aneurysm - anemia - hemorrhage - sickle | 15 | 219_aneurysms_aneurysm_anemia_hemorrhage |
| 220 | ischemiareperfusion - hepatic - liver - transplantation - immunosuppression | 15 | 220_ischemiareperfusion_hepatic_liver_transplantation |
| 221 | glioblastoma - glioma - gliomas - chemotherapy - oncology | 15 | 221_glioblastoma_glioma_gliomas_chemotherapy |
| 222 | malignancies - cancer - cytogenetically - cytogenetic - polyposis | 15 | 222_malignancies_cancer_cytogenetically_cytogenetic |
| 223 | ischemia - hypoperfusion - ischaemia - intravascular - reperfusion | 15 | 223_ischemia_hypoperfusion_ischaemia_intravascular |
| 224 | glioblastoma - glioblastomas - gliomas - tumors - tumor | 15 | 224_glioblastoma_glioblastomas_gliomas_tumors |
| 225 | neuromuscular - spasms - electromyographic - crampfasciculation - electromyography | 15 | 225_neuromuscular_spasms_electromyographic_crampfasciculation |
| 226 | sclerotherapy - endoscopy - varices - endoscopic - bleeding | 15 | 226_sclerotherapy_endoscopy_varices_endoscopic |
| 227 | chemotherapynaive - chemotherapy - chemotherapyinduced - ondansetron - lorazepam | 15 | 227_chemotherapynaive_chemotherapy_chemotherapyinduced_ondansetron |
| 228 | obesity - overweight - fatness - fat - risks | 14 | 228_obesity_overweight_fatness_fat |
| 229 | stenting - stent - stents - stentrelated - biliary | 14 | 229_stenting_stent_stents_stentrelated |
| 230 | tuberculosis - tuberculous - tuberculoma - tuberculomas - lymphangiomyomatosis | 14 | 230_tuberculosis_tuberculous_tuberculoma_tuberculomas |
| 231 | mandibular - oromandibular - transmandibular - denture - implant | 14 | 231_mandibular_oromandibular_transmandibular_denture |
| 232 | pericardiectomy - pericardial - echocardiography - echocardiographic - intrapericardial | 14 | 232_pericardiectomy_pericardial_echocardiography_echocardiographic |
| 233 | adrenoreceptors - cirrhosis - sympathetic - hypotension - renal | 14 | 233_adrenoreceptors_cirrhosis_sympathetic_hypotension |
| 234 | esophagectomy - esophageal - esophagus - oesophageal - periesophageal | 14 | 234_esophagectomy_esophageal_esophagus_oesophageal |
| 235 | arthrodesis - arthroplasty - ankle - arthropathy - fractures | 14 | 235_arthrodesis_arthroplasty_ankle_arthropathy |
| 236 | raynaud - raynauds - fingercooling - fingers - scleroderma | 14 | 236_raynaud_raynauds_fingercooling_fingers |
| 237 | endometrial - endometrium - malignancies - carcinoma - tumors | 14 | 237_endometrial_endometrium_malignancies_carcinoma |
| 238 | hypertension - hypertensionindependent - hypertensive - hyperinsulinemia - hypertensives | 14 | 238_hypertension_hypertensionindependent_hypertensive_hyperinsulinemia |
| 239 | tachycardia - tachycardias - electrophysiologic - atrioventricular - ablation | 14 | 239_tachycardia_tachycardias_electrophysiologic_atrioventricular |
| 240 | angiography - stenosisocclusion - stenosis - angiographic - artery | 14 | 240_angiography_stenosisocclusion_stenosis_angiographic |
| 241 | alcoholism - alcoholics - alcohol - intoxication - alcoholrelated | 14 | 241_alcoholism_alcoholics_alcohol_intoxication |
| 242 | mesothelioma - pneumonectomy - tumor - pleural - tumors | 14 | 242_mesothelioma_pneumonectomy_tumor_pleural |
| 243 | propranolol - propranololtreated - gastropathy - hypertension - cirrhosis | 14 | 243_propranolol_propranololtreated_gastropathy_hypertension |
| 244 | arteriovenous - embolization - hemorrhage - thrombosis - hemorrhagic | 14 | 244_arteriovenous_embolization_hemorrhage_thrombosis |
| 245 | bacillus - bladder - tuberculosis - mycobacterium - urothelial | 13 | 245_bacillus_bladder_tuberculosis_mycobacterium |
| 246 | haemangioendothelioma - hemangioma - embolization - hepatic - liver | 13 | 246_haemangioendothelioma_hemangioma_embolization_hepatic |
| 247 | botulinum - dystonia - botox - toxin - dystonias | 13 | 247_botulinum_dystonia_botox_toxin |
| 248 | anesthesia - ondansetrontreated - anesthetic - anaesthetic - nausea | 13 | 248_anesthesia_ondansetrontreated_anesthetic_anaesthetic |
| 249 | aneurysms - aneurysm - pseudoaneurysms - pseudoaneurysm - aortotomy | 13 | 249_aneurysms_aneurysm_pseudoaneurysms_pseudoaneurysm |
| 250 | spasm - glioma - ganglioglioma - gliomas - sparganosis | 13 | 250_spasm_glioma_ganglioglioma_gliomas |
| 251 | aortoiliofemoralone - aortic - aorta - embolization - thrombosis | 13 | 251_aortoiliofemoralone_aortic_aorta_embolization |
| 252 | thrombolytic - thrombolysis - thromboembolectomy - rethromboses - ischaemic | 13 | 252_thrombolytic_thrombolysis_thromboembolectomy_rethromboses |
| 253 | nitroglycerinsyncope - nitroglycerin - nifedipine - ischemia - systolic | 13 | 253_nitroglycerinsyncope_nitroglycerin_nifedipine_ischemia |
| 254 | wounds - wound - scars - burns - epidermal | 13 | 254_wounds_wound_scars_burns |
| 255 | aneurysms - aneurysm - hemorrhage - intracranial - artery | 13 | 255_aneurysms_aneurysm_hemorrhage_intracranial |
| 256 | palsy - stroke - corticospinal - hemiparesis - hemiplegia | 13 | 256_palsy_stroke_corticospinal_hemiparesis |
| 257 | rheumatoid - arthritis - scleroderma - autoimmune - synovitis | 13 | 257_rheumatoid_arthritis_scleroderma_autoimmune |
| 258 | neurosurgical - astrocytomas - biopsy - lesions - tumors | 13 | 258_neurosurgical_astrocytomas_biopsy_lesions |
| 259 | biliaryenteric - cholangiography - cholangiopancreatography - biliary - bile | 12 | 259_biliaryenteric_cholangiography_cholangiopancreatography_biliary |
| 260 | cholecystectomy - laparoscopic - cholecystectomies - laparoscopy - laparotomy | 12 | 260_cholecystectomy_laparoscopic_cholecystectomies_laparoscopy |
| 261 | familial - hereditary - ovarian - genetic - cancer | 12 | 261_familial_hereditary_ovarian_genetic |
| 262 | lymphoblastoid - ebv - lymphoma - lymphomas - epsteinbarr | 12 | 262_lymphoblastoid_ebv_lymphoma_lymphomas |
| 263 | autotransfusion - retransfusion - hyperfibrinolysis - transfusion - cardiopulmonary | 12 | 263_autotransfusion_retransfusion_hyperfibrinolysis_transfusion |
| 264 | hiv - hiv1seronegative - aids - hepatitis - hiv1 | 12 | 264_hiv_hiv1seronegative_aids_hepatitis |
| 265 | plateletactivating - sepsis - phenoxybenzamine - neutrophils - endotoxin | 12 | 265_plateletactivating_sepsis_phenoxybenzamine_neutrophils |
| 266 | adhesion - hyaluronic - adhesions - postoperative - intraperitoneal | 12 | 266_adhesion_hyaluronic_adhesions_postoperative |
| 267 | p53 - cancers - leukemia - mutations - cancer | 12 | 267_p53_cancers_leukemia_mutations |
| 268 | cardiotoxicity - anthracycline - radiotherapy - chemotherapy - anthracyclines | 12 | 268_cardiotoxicity_anthracycline_radiotherapy_chemotherapy |
| 269 | headache - headaches - headachefree - headachelike - hyperoxia | 12 | 269_headache_headaches_headachefree_headachelike |
| 270 | stroke - hypertension - mortality - hypertensive - prevalence | 11 | 270_stroke_hypertension_mortality_hypertensive |
| 271 | gastrointestinal - constipation - bowel - ingestion - diarrhea | 11 | 271_gastrointestinal_constipation_bowel_ingestion |
| 272 | hypopituitarism - pituitary - hypophysitis - hypothalamic - hormone | 11 | 272_hypopituitarism_pituitary_hypophysitis_hypothalamic |
| 273 | hormone - endocrinological - growth - pharmacokinetics - igfbinding | 11 | 273_hormone_endocrinological_growth_pharmacokinetics |
| 274 | amputation - osteosarcoma - grafts - graft - limbsparing | 11 | 274_amputation_osteosarcoma_grafts_graft |
| 275 | lymphoma - htlv1 - leukemia - leukaemia - immunophenotypes | 11 | 275_lymphoma_htlv1_leukemia_leukaemia |
| 276 | cava - angioplasty - arteriovenous - intravascular - vena | 11 | 276_cava_angioplasty_arteriovenous_intravascular |
| 277 | temporomandibular - mandibular - arthroscopic - surgery - auriculotemporal | 11 | 277_temporomandibular_mandibular_arthroscopic_surgery |
| 278 | dystrophy - dystrophin - dystrophinpositive - muscular - dmd | 11 | 278_dystrophy_dystrophin_dystrophinpositive_muscular |
| 279 | erythropoietin - erythropoiesis - hemodialysis - erythrocyte - erythrocytes | 11 | 279_erythropoietin_erythropoiesis_hemodialysis_erythrocyte |
| 280 | colitis - interleukin2 - inflammatory - antigens - immunofluorescence | 11 | 280_colitis_interleukin2_inflammatory_antigens |
| 281 | ossification - fractures - surgical - neurologic - orthopedic | 11 | 281_ossification_fractures_surgical_neurologic |
| 282 | pancreatitis - macroglobulinemia - macroglobulinprotease - pancreatic - pancreastatin | 11 | 282_pancreatitis_macroglobulinemia_macroglobulinprotease_pancreatic |
| 283 | myxoma - tumors - aortic - tumor - myxomas | 11 | 283_myxoma_tumors_aortic_tumor |
| 284 | mutations - mutation - deficiency - genotypephenotype - genetic | 11 | 284_mutations_mutation_deficiency_genotypephenotype |
| 285 | fibromyalgia - fibrositisfibromyalgia - syndrome - symptomatology - disorders | 11 | 285_fibromyalgia_fibrositisfibromyalgia_syndrome_symptomatology |
| 286 | hepatectomy - colorectal - prognosis - preoperative - metastases | 11 | 286_hepatectomy_colorectal_prognosis_preoperative |
| 287 | leiomyosarcoma - leiomyosarcomas - leiomyoma - leiomyomas - tumors | 11 | 287_leiomyosarcoma_leiomyosarcomas_leiomyoma_leiomyomas |
| 288 | prehepatic - hypertension - vasodilation - portal - hypertensive | 11 | 288_prehepatic_hypertension_vasodilation_portal |
| 289 | estrogen - estrogens - menopause - postmenopausal - hormone | 11 | 289_estrogen_estrogens_menopause_postmenopausal |
| 290 | reflux - gastroesophageal - esophageal - esophagitis - ranitidine | 11 | 290_reflux_gastroesophageal_esophageal_esophagitis |
| 291 | endotoxin - antiendotoxin - sepsis - glutathione - endotoxemia | 11 | 291_endotoxin_antiendotoxin_sepsis_glutathione |
| 292 | cerebrovascular - coronary - infarction - myocardial - cardiogenic | 10 | 292_cerebrovascular_coronary_infarction_myocardial |
| 293 | odontogenic - odontoblastic - odontoma - ameloblastomatous - ameloblastoma | 10 | 293_odontogenic_odontoblastic_odontoma_ameloblastomatous |
| 294 | anaesthesia - anesthesia - anaesthetic - analgesia - sedation | 10 | 294_anaesthesia_anesthesia_anaesthetic_analgesia |
| 295 | osteosarcoma - ewings - sarcoma - tumor - radiotherapy | 10 | 295_osteosarcoma_ewings_sarcoma_tumor |
| 296 | intracranial - cerebrospinal - malformation - encephalomalacia - headache | 10 | 296_intracranial_cerebrospinal_malformation_encephalomalacia |
| 297 | myelin - endothelin - astrocytes - encephalomyelitis - demyelination | 10 | 297_myelin_endothelin_astrocytes_encephalomyelitis |
| 298 | herpesvirus - reovirus - poliovirus - virus - viruses | 10 | 298_herpesvirus_reovirus_poliovirus_virus |
Training hyperparameters
- calculate_probabilities: False
- language: english
- low_memory: False
- min_topic_size: 10
- n_gram_range: (1, 1)
- nr_topics: 300
- seed_topic_list: None
- top_n_words: 10
- verbose: True
- zeroshot_min_similarity: 0.7
- zeroshot_topic_list: None
Framework versions
- Numpy: 1.23.5
- HDBSCAN: 0.8.33
- UMAP: 0.5.5
- Pandas: 1.5.3
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.2.2
- Transformers: 4.35.2
- Numba: 0.58.1
- Plotly: 5.15.0
- Python: 3.10.12
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