cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wek7p9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009965-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/sxyw-0205
title: NBDL-HK3PGJAJPRB8KP
DOI: 10.15468/dl.ebyaf2
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009967-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/9dan-7a40
title: NBDL-HHG28F10KBH1HM
DOI: 10.25919/p2kx-9m60
title: NBDL-HHG28F17NBH2F8
DOI: 10.25919/7dwj-qp11
title: NBDL-HHG28F0VNBGE1R
DOI: 10.25919/ps3j-3d94
title: NBDL-HHG28F3JGBCQ7H
DOI: 10.17031/67cf115322032
title: 2012 Marine Biological Association (MBA) Cawsand Bioblitz Survey

description: Bioblitz survey taking place at Cawsand, Cornwall. Organised and run by the Marine Biological Association (MBA) in Plymouth, annual Bioblitz surveys take place in/around Plymouth (sites in Devon and Cornwall). These surveys aim to record as many species as possible as being present within a set survey area over 24-hours. Data was collected by volunteers, taxonomic experts and professional scientists over two days (24 hours). Species were identified in the field and verified afterwards by taxonomic experts and scientists at the Marine Biological Association (MBA). The first record of each species found to be present within the survey area was recorded, along with the verifier. Some surveys include counts/abundance information and extra information associated with the record.
DOI: 10.25919/54y4-jj22
title: NBDL-HK3PGJB2PRDW1P
DOI: 10.15468/dl.prwq9u
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009966-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/myav-0k55
title: NBDL-HK3PGJBTPRA28P
DOI: 10.25919/33eh-mj67
title: NBDL-HHG28F4MQB9VPY
DOI: 10.25919/zvfr-vz49
title: NBDL-HK3PNAT3NS4YJZ
DOI: 10.25919/zmgp-ff07
title: NBDL-HHG28F1DHBH9XG
DOI: 10.25919/2ja9-he07
title: NBDL-HK3PNAQRQR20F5
DOI: 10.25919/q9ck-gx95
title: NBDL-HHG28F1CKBHAB4
DOI: 10.25919/131c-v903
title: NBDL-HK3Q0H8AKJNVJ3
DOI: 10.25919/yzc6-e768
title: NBDL-HHG28F44QBAWGY
DOI: 10.25919/wae2-n248
title: NBDL-HHG28F0XHBG0KG
DOI: 10.25919/k0w0-xw20
title: NBDL-HHG28F1KNBJD0R
DOI: 10.25919/me06-d365
title: NBDL-HHG28F3CMBKY59
DOI: 10.25919/fwtv-mh78
title: NBDL-HK3PGJ9TNRJ4KK
DOI: 10.5281/zenodo.17140316
title: Data and replicable code for "Higher-order moment risk spillovers and portfolio optimization in sovereign CDS markets"
DOI: 10.5281/zenodo.17140315
title: Data and replicable code for "Higher-order moment risk spillovers and portfolio optimization in sovereign CDS markets"
DOI: 10.25919/6axw-1x02
title: NBDL-HK3PGJASMR8GQJ
DOI: 10.25919/8mka-f662
title: NBDL-HHG28F2FPBCCYD
DOI: 10.15468/dl.952fm7
title: Occurrence Download

description: A dataset containing 98216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crassadoma gigantea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 98216 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009933-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/527v-qy06
title: NBDL-HHG28F5JKBBYCP
DOI: 10.25919/3xry-zb05
title: NBDL-HHG28F4RQB95AE
DOI: 10.25919/ape4-p280
title: NBDL-HHG28F39JBKVW5
DOI: 10.25919/jq13-cs73
title: NBDL-HK3PNAS2MRSNGE
DOI: 10.25919/tysz-8s49
title: NBDL-HK3PNAREMRVWAY
DOI: 10.25919/g88t-p560
title: NBDL-HHG28F4SHB97R2
DOI: 10.25919/r5dx-jg06
title: NBDL-HHG28F16QBJWTW
DOI: 10.25919/1fsm-rd63
title: NBDL-HHG28F1AQBHHSC
DOI: 10.25919/px3s-xn54
title: NBDL-HK3PNAR3PRV1KJ
DOI: 10.25919/vy64-7t04
title: NBDL-HK3PGJADMRBXK2
DOI: 10.25919/edq7-5h10
title: NBDL-HHG28F4QNB9Q1T
DOI: 10.25919/0v49-s335
title: NBDL-HK3PGJCCNR1T91
DOI: 10.25919/5tk9-5t28
title: NBDL-HHG28F57NBBBZT
DOI: 10.25919/sy8a-xj47
title: NBDL-HHG28F36GBKGQ1
DOI: 10.25919/wse2-hx81
title: NBDL-HK3PGJBYPRA826
DOI: 10.25919/kvec-dp37
title: NBDL-HHG28F1NHBJ7JG
DOI: 10.25919/8bns-9v64
title: NBDL-HK3PNASDJRSGBA
DOI: 10.25919/v9g4-rt66
title: NBDL-HHG28F4ZNB94WT
DOI: 10.25919/vry3-5579
title: NBDL-HHG28F35JBKH2N
DOI: 10.6084/m9.figshare.30145786
title: Analisis Bibliometrik dengan Vosviewer FISIPOL UGM 2025

description: Materi Pengenalan Vosviewer 2025
DOI: 10.6084/m9.figshare.30145786.v1
title: Analisis Bibliometrik dengan Vosviewer FISIPOL UGM 2025

description: Materi Pengenalan Vosviewer 2025
DOI: 10.25919/0btd-6q08
title: NBDL-HK3PNARPMRVGSY
DOI: 10.25919/hqs4-0z07
title: NBDL-HK3PGJBJPRAPZP
DOI: 10.25919/mvqj-n504
title: NBDL-HK3PGJBCJRDC9Y
DOI: 10.25919/hqma-pj87
title: NBDL-HHG28F5AKB4M5P
DOI: 10.25919/0fj3-8613
title: NBDL-HHG28F38MBKMBS
DOI: 10.25919/6k3h-bq52
title: NBDL-HHG28F0RKBGBRM
DOI: 10.25919/8gz6-x104
title: NBDL-HHG28F2JGBD1BH
DOI: 10.25919/m4xm-jb09
title: NBDL-HK3Q0H8EKJN15K
DOI: 10.15468/dl.mkku3f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009969-250914085247600/datasets/export for details.
DOI: 10.25919/0d4h-9j94
title: NBDL-HK3Q0H8BNJNS1Q
DOI: 10.25919/1hqg-ct31
title: NBDL-HK3PGJB8JRD6PE
DOI: 10.25919/4gpy-zb40
title: NBDL-HK3PGJAPPRBE56
DOI: 10.25919/hann-2p16
title: NBDL-HK3PGJAYPR8VP6
DOI: 10.15468/dl.khr9mf
title: Occurrence Download

description: A dataset containing 88444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coregonus maraena)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 88444 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009958-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/qvsn-r341
title: NBDL-HHG28F53NBB14A
DOI: 10.25919/zdvb-p912
title: NBDL-HHG28F2GMBEXMS
DOI: 10.15468/dl.gwy5fy
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009971-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzzm5a
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009970-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/3v6m-ae77
title: NBDL-HK3PGJCEHR1X49
DOI: 10.25919/jf9x-mb76
title: NBDL-HK3PGJCAHR14ZS
DOI: 10.25919/j6sp-v530
title: NBDL-HHG28F2AGBC4JH
DOI: 10.25919/z712-1a53
title: NBDL-HHG28F1TQBJT3C
DOI: 10.25919/46ye-v266
title: NBDL-HK3PGJCDKR1WVX
DOI: 10.25919/8bdj-p084
title: NBDL-HHG28EZSJ824AV
DOI: 10.15468/dl.hgcyeb
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Decatopecten amiculum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009972-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/6vza-xx32
title: NBDL-HHG28F40QBATSE
DOI: 10.25919/yvva-wb13
title: NBDL-HK3PNAT1HS4197
DOI: 10.25919/5c85-2x31
title: NBDL-HHG28F2HJBD3S5
DOI: 10.25919/8wqk-1135
title: NBDL-HHG28F1PQBJ54W
DOI: 10.25919/5aww-9037
title: NBDL-HHG28F13NBH46R
DOI: 10.25919/qnps-2z09
title: NBDL-HHG28F0TQBG8ZC
DOI: 10.25919/9fes-c092
title: NBDL-HHG28F4CQBAGFY
DOI: 10.25919/6jjc-1682
title: NBDL-HK3PNAQXHR25MS
DOI: 10.15468/dl.3x8yjd
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra reinwardtii"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009974-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/y3vm-0867
title: NBDL-HK3PNARBPRVM6J
DOI: 10.25919/m9pe-2e03
title: NBDL-HHG28F29JBC505
DOI: 10.25919/zvj1-tn86
title: NBDL-HHG28F20MBDVAS
DOI: 10.25919/1err-zj50
title: NBDL-HHG28F51HBB6V2
DOI: 10.25919/8dzd-ds97
title: NBDL-HK3PNAS5JRSXMA
DOI: 10.25919/ew26-dm28
title: NBDL-HHG28F12QBH6MC
DOI: 10.25919/g953-4t33
title: NBDL-HK3Q0H8JKJN8Z3
DOI: 10.25919/awv2-ts60
title: NBDL-HK3PGJC7QR1B35
DOI: 10.25919/yw8b-cw98
title: NBDL-HHG28F3GMBCJ0S
DOI: 10.5281/zenodo.15031204
title: Hybrid LLM Routing for Efficient App Feedback Classification
DOI: 10.25919/zy9a-2v83
title: NBDL-HHG28F1BNBHQBR
DOI: 10.25919/n3a6-be95
title: NBDL-HK3PNAT7NS4RVF
DOI: 10.25919/8fnc-eh96
title: NBDL-HK3PGJ9NKRNC6F
DOI: 10.25919/0bmd-rz66
title: NBDL-HHG28F5BNB4PKA
DOI: 10.25919/4961-ct56
title: NBDL-HHG28F1XHBJJ7G
DOI: 10.25919/09mj-wj14
title: NBDL-HHG28F2DJBCFVN
DOI: 10.25919/a05b-5v25
title: NBDL-HK3PGJATPR8NWP
DOI: 10.25919/3r7h-ft58
title: NBDL-HK3PNATDHS7EAQ
DOI: 10.15468/dl.jyqr7w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is VectorNet"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009976-250914085247600/datasets/export for details.
DOI: 10.25919/kjyp-9e45
title: NBDL-HHG28F3ZPBKBMD
DOI: 10.15468/dl.qjbmu4
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Toona calantas"
 ]
}

 The dataset includes 79 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009975-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30145807.v1
title: Intelligent Diagnosis and Treatment Model Based on Clinical Data for Home Rehabilitation Management of Chronic Obstructive Pulmonary Disease

description: Traditional in-hospital rehabilitation treatment for chronic obstructive pulmonary disease (COPD) has problems such as resource shortage, high cost, and inconvenient transportation. To improve the convenience of rehabilitation treatment for COPD, a clinical data-driven intelligent diagnosis and treatment model is proposed for home rehabilitation management of COPD. The intelligent diagnosis and treatment model for home rehabilitation of COPD is optimized by combining the XGBoost algorithm and the long short-term memory network. The outcomes indicate that the XGBoost algorithm has the highest accuracy in processing clinical structured data, while the random forest (RF) algorithm has the lowest accuracy in processing clinical structured data. When the quantity of training samples is 300, the accuracy rates are 98% and 83%, respectively. The integration of the XGBoost algorithm and the long short-term memory network is used to process the monitoring indicators, resulting in the highest improvement rate and the smallest mean square error. When the sample size is 1000, the improvement rate of monitoring indicators is 42.5%, and the mean square error is 0.041. The method proposed in the study can effectively process clinical data, improve the accuracy of data processing, and accurately predict future changes in COPD.
DOI: 10.25919/kqf4-h753
title: NBDL-HK3PGJCJHR1QJS
DOI: 10.25919/mh2t-n194
title: NBDL-HK3PGJBGJRAJ3E
DOI: 10.60953/e02f29aa-f663-47d2-a0c6-9a3d9501fb72
title: Proceeding Iworid Data iLGAD sensor on Timepix4

description: Data used for the proceeding, in the description.docx file is all the information about the datasets
DOI: 10.25919/36v2-vk45
title: NBDL-HHG28F3RMBCYNS
DOI: 10.60953/e02f29aa-f663-47d2-a0c6-9a3d9501fb72.v1
title: Proceeding Iworid Data iLGAD sensor on Timepix4

description: Data used for the proceeding, in the description.docx file is all the information about the datasets
DOI: 10.25919/y2pj-0n03
title: NBDL-HHG28F0QNBHS58
DOI: 10.25919/1p9y-jw21
title: NBDL-HK3PGJ9RHRJ1QB
DOI: 10.25919/6t2n-h560
title: NBDL-HHG28F3KPBCN9X
DOI: 10.25919/gfq6-b108
title: NBDL-HK3PNAQTKR2XGX
DOI: 10.25919/z9ae-ky69
title: NBDL-HHG28F22GBDR1H
DOI: 10.25919/1drf-zf80
title: NBDL-HK3PGJA1MRAACJ
DOI: 10.25919/p6g5-7g38
title: NBDL-HHG28F58QB4SRE
DOI: 10.15468/dl.7z8cq5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pachypanchax sparksorum)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009980-250914085247600/datasets/export for details.
DOI: 10.15468/dl.res9ea
title: Occurrence Download

description: A dataset containing 678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Equichlamys bifrons",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 678 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009978-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/x9w9-3f25
title: NBDL-HHG28F1HHBJ8C0
DOI: 10.25919/cjyj-wz37
title: NBDL-HK3PNATBNS4H1Z
DOI: 10.25919/qk8h-hf66
title: NBDL-HHG28F14KBJZ64
DOI: 10.25919/qajj-7738
title: NBDL-HK3PNAS8GRRB3P
DOI: 10.60723/9660
title: Clinical Variability in MECP2 Duplication Syndrome: Highlighting Sialorrhea as the Daily Challenge

description: We present the case of a 10-year-old boy diagnosed with MECP2 duplication syndrome, carrying a 211 kb duplication at Xq28 (153194797_153406233) (GRCh37/hg19). Despite the underlying genetic condition, his overall developmental course has been relatively favorable. He achieved ambulation, though with a clumsy gait, and has shown progressive motor improvements. At the age of 9, he sustained a tibia and fibula fracture after an accidental fall, but recovered gradually with the aid of intensive rehabilitation.

In terms of communication, he demonstrates good social intent through vocalizations, pointing, and gestures, and is described as affectionate and sociable. Notably, he has never experienced epileptic seizures, which contributes to a less severe clinical outlook compared to many patients with MECP2 duplication syndrome.

One of the most disabling symptom affecting his daily life is severe, treatment-refractory sialorrhea. Multiple approaches have been attempted: physical measures, pharmacological treatment with trihexyphenidyl (Artane)—which had poorly tolerated side effects such as constipation—and botulinum toxin injections, which provided only partial benefit.

This case illustrates how, in the context of a potentially severe genetic disorder, the factor most limiting quality of life and social interactions may not necessarily be neurological regression or seizures, but rather excessive drooling. The lack of consistently effective therapies without significant side effects underscores an unmet need in the management of this challenging symptom.
DOI: 10.15468/dl.63tymb
title: Occurrence Download

description: A dataset containing 4814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perdix perdix",
 "Country is Austria"
 ]
}

 The dataset includes 4814 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009979-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/spvm-tf88
title: NBDL-HHG28F52KBB0PP
DOI: 10.15468/dl.4wpeyb
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinacalia tangutica",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009977-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/9zfr-jk66
title: NBDL-HK3PGJCMNR0EW1
DOI: 10.25919/ybs3-8k22
title: NBDL-HK3PGJA7GRBMXA
DOI: 10.25919/4ee2-2x23
title: NBDL-HHG28F2MMBD6E9
DOI: 10.25919/fhn4-0n14
title: NBDL-HK3Q0H8SHJNF3F
DOI: 10.25919/yx49-9v91
title: NBDL-HHG28F1EQBHFFW
DOI: 10.25919/4zz5-p741
title: NBDL-HK3PGJAKGRB61T
DOI: 10.25919/wvph-3m97
title: NBDL-HK3Q0H8PKJNEPK
DOI: 10.25919/04s1-sv91
title: NBDL-HHG28F3EGBJ3R1
DOI: 10.25919/92mp-4061
title: NBDL-HHG28F50QBB4DE
DOI: 10.15468/dl.rxp778
title: Occurrence Download

description: A dataset containing 73 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 GBIF_WITHIN('POLYGON((138.91007 2.23369,139.64585 -4.11237,146.63572 -7.05548,153.44164 -4.02041,138.91007 2.23369))', occurrence.decimallatitude, occurrence.decimallongitude) = TRUE
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (CAST(occurrence.taxonkey AS INTEGER) = 9455 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 9455 OR CAST(occurrence.kingdomkey AS INTEGER) = 9455 OR CAST(occurrence.phylumkey AS INTEGER) = 9455 OR CAST(occurrence.classkey AS INTEGER) = 9455 OR CAST(occurrence.orderkey AS INTEGER) = 9455 OR CAST(occurrence.familykey AS INTEGER) = 9455 OR CAST(occurrence.genuskey AS INTEGER) = 9455 OR CAST(occurrence.specieskey AS INTEGER) = 9455)
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 73 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009928-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/3qyp-5w07
title: NBDL-HHG28F2BPBCA4X
DOI: 10.6084/m9.figshare.30145807
title: Intelligent Diagnosis and Treatment Model Based on Clinical Data for Home Rehabilitation Management of Chronic Obstructive Pulmonary Disease

description: Traditional in-hospital rehabilitation treatment for chronic obstructive pulmonary disease (COPD) has problems such as resource shortage, high cost, and inconvenient transportation. To improve the convenience of rehabilitation treatment for COPD, a clinical data-driven intelligent diagnosis and treatment model is proposed for home rehabilitation management of COPD. The intelligent diagnosis and treatment model for home rehabilitation of COPD is optimized by combining the XGBoost algorithm and the long short-term memory network. The outcomes indicate that the XGBoost algorithm has the highest accuracy in processing clinical structured data, while the random forest (RF) algorithm has the lowest accuracy in processing clinical structured data. When the quantity of training samples is 300, the accuracy rates are 98% and 83%, respectively. The integration of the XGBoost algorithm and the long short-term memory network is used to process the monitoring indicators, resulting in the highest improvement rate and the smallest mean square error. When the sample size is 1000, the improvement rate of monitoring indicators is 42.5%, and the mean square error is 0.041. The method proposed in the study can effectively process clinical data, improve the accuracy of data processing, and accurately predict future changes in COPD.