cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25573/data.10042382.v10
title: Bay of Panama Water Quality Monitoring Project_Temperature, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Temperature data for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.25573/data.10042382.v9
title: Bay of Panama Water Quality Monitoring Project_Temperature, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Temperature data for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.15468/dl.458h72
title: Occurrence Download

description: A dataset containing 712576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salmo salar Linnaeus, 1758",
 "Year 1974-2024"
 ]
}

 The dataset includes 712576 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026000-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/data.10042700
title: Bay of Panama Water Quality Monitoring Project_Chlorophyll, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Chlorophyll & Blue-green algae measurements for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.25573/data.10042700.v9
title: Bay of Panama Water Quality Monitoring Project_Chlorophyll, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Chlorophyll & Blue-green algae measurements for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.25573/data.10042700.v8
title: Bay of Panama Water Quality Monitoring Project_Chlorophyll, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Chlorophyll & Blue-green algae measurements for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.15468/dl.vr6tfj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Dominican Republic",
 "TaxonKey is Porcellana sayana (Leach, 1820)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026015-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/data.10042685
title: Bay of Panama Water Quality Monitoring Project_Dissolved Oxygen, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Dissolved Oxygen for all stations<br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.25573/data.10042685.v8
title: Bay of Panama Water Quality Monitoring Project_Dissolved Oxygen, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Dissolved Oxygen for all stations<br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.15468/dl.gakwt7
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailuropoda melanoleuca (David, 1869)"
 ]
}

 The dataset includes 266 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026014-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcvtyr
title: Occurrence Download

description: A dataset containing 22228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia mearnsii De Wild.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 22228 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026013-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/data.10042712
title: Bay of Panama Water Quality Monitoring Project_Salinity and Conductivity, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Salinity and conductivity for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.25573/data.10042712.v8
title: Bay of Panama Water Quality Monitoring Project_Salinity and Conductivity, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Salinity and conductivity for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.25573/data.10042712.v7
title: Bay of Panama Water Quality Monitoring Project_Salinity and Conductivity, all stations

description: Bay of Panama water quality monitoring program. <br>Initiated July 2017<br><br>Salinity and conductivity for all stations<br><br>Depth profiles at 7 locations. Approximately 5m depth intervals<br><br>Sampling Sites<br> 1 8° 38.743'N 79° 2.887'W<br> 2 8° 42.498'N 78° 57.855'W<br> 3 8° 41.894'N 79° 9.648'W<br> 4 8° 44.138'N 79° 15.955'W<br> 5 8° 45.670'N 79° 21.906'W<br> 6 8° 47.078'N 79° 27.968'W<br> 7 8° 51.308'N 79° 28.162'W<br> <br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde.<br>
DOI: 10.15468/dl.wr7nuk
title: Occurrence Download

description: A dataset containing 11081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leptasthenura setaria (Temminck, 1824))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11081 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026017-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/data.10042703
title: Bay of Panama Water Quality Monitoring Project, Site 1 of 7

description: Bay of Panama water quality monitoring program. Site #1 (of 7). <br>Location: 8° 38.743'N, 79° 2.887'W<br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde. <br>Parameters measured temperature, salinity, conductivity, pH, turbidity, chlorophyll, Dissolved Oxygen
DOI: 10.25573/data.10042703.v9
title: Bay of Panama Water Quality Monitoring Project, Site 1 of 7

description: Bay of Panama water quality monitoring program. Site #1 (of 7). <br>Location: 8° 38.743'N, 79° 2.887'W<br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde. <br>Parameters measured temperature, salinity, conductivity, pH, turbidity, chlorophyll, Dissolved Oxygen
DOI: 10.25573/data.10042703.v8
title: Bay of Panama Water Quality Monitoring Project, Site 1 of 7

description: Bay of Panama water quality monitoring program. Site #1 (of 7). <br>Location: 8° 38.743'N, 79° 2.887'W<br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde. <br>Parameters measured temperature, salinity, conductivity, pH, turbidity, chlorophyll, Dissolved Oxygen
DOI: 10.15468/dl.gznwd7
title: Occurrence Download

description: A dataset containing 5057 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chionomys nivalis (Martins, 1842)"
 ]
}

 The dataset includes 5057 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026016-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/data.10042706
title: Bay of Panama Water Quality Monitoring Project, Site 3 of 7

description: Bay of Panama water quality monitoring program. Site #3 (of 7). <br>Location: 8° 41.894'N, 79° 9.648'W<br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde. <br>Parameters measured temperature, salinity, conductivity, pH, turbidity, chlorophyll, Dissolved Oxygen
DOI: 10.25573/data.10042706.v9
title: Bay of Panama Water Quality Monitoring Project, Site 3 of 7

description: Bay of Panama water quality monitoring program. Site #3 (of 7). <br>Location: 8° 41.894'N, 79° 9.648'W<br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde. <br>Parameters measured temperature, salinity, conductivity, pH, turbidity, chlorophyll, Dissolved Oxygen
DOI: 10.25573/data.10042706.v8
title: Bay of Panama Water Quality Monitoring Project, Site 3 of 7

description: Bay of Panama water quality monitoring program. Site #3 (of 7). <br>Location: 8° 41.894'N, 79° 9.648'W<br>Weekly depth profile (approximately 5m intervals) using YSI EXO 2 sonde. <br>Parameters measured temperature, salinity, conductivity, pH, turbidity, chlorophyll, Dissolved Oxygen
DOI: 10.15468/dl.8h545e
title: Occurrence Download

description: A dataset containing 21282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Medicago truncatula Gaertn."
 ]
}

 The dataset includes 21282 records from 289 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026018-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfrjds
title: Occurrence Download

description: A dataset containing 144019 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sorghum bicolor (L.) Moench"
 ]
}

 The dataset includes 144019 records from 672 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026006-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16812937
title: Harmonising frailty index deficits

description: This repository gives detail of the harmonisation process for variables (deficits) included in frailty indices from randomised controlled trials and from observational cohort studies. 

The file "Original_and_harmonised_FI_terms.csv" contains each of the frailty index deficits from each of the included studies. The columns are as follows:



Study: The name of the study from which the frailty index was taken

study_type: Observational (cohort) study or Randomised Controlled Trial

Original_term: This is the original term used within the description of the frailty index, extracted verbatim from the published version of the included study

Mapped_concept: This is the Chat-GPT suggested term when prompted to assign synonyms to the full list of deficits within a given category. The prompts used to derive these terms are included within this repository

Harmonised_concept: This column was created following manual review of each of the 'mapped concepts' against each of the original terms. Where this is the same as the mapped concept, this means that the ChatGPT suggested term was retained after manual review. Where it differs, this means that the term was manually changed following review. This could be for one of several reasons: (1) the ChatGPT term had altered the meaning of the term, (2) Two or more ChatGPT suggested terms corresponded to the same overall concept, and were therefore edited to the same term, (3) Two or more distinct original concepts had been mapped to the same concept by ChatGPT, in which case these were separated.

Type: Detailed the type of deficit (e.g. functional deficits, symptoms, health conditions, labotory deficits). These were all manually assigned from the original term

Category: This details the category of deficit in terms of organ system (e.g. cardiovascular, cognitive, urological) or other category (e.g. physical function)

Cat: This is the category of the study (observational cohort, cardiovascular trial, other trial)

order_y: This is a composite varaible comprising the category and the harmonised concept, used to order the y axis of figure 1 by the frequenct of the deficit within the dataset and within categories

in_order: Numerical variable used in plotting figure 1 to order the axis.


 

The file "Script for figures" gives the R script use to produce the manuscript figures from the file "Original_and_harmonised_FI_terms.csv".

The remaing files, each with the prefix "chatgpt" give the text used for ChatGPT prompts in order to derive the mapped concepts.
DOI: 10.5281/zenodo.16812938
title: Harmonising frailty index deficits

description: This repository gives detail of the harmonisation process for variables (deficits) included in frailty indices from randomised controlled trials and from observational cohort studies. 

The file "Original_and_harmonised_FI_terms.csv" contains each of the frailty index deficits from each of the included studies. The columns are as follows:



Study: The name of the study from which the frailty index was taken

study_type: Observational (cohort) study or Randomised Controlled Trial

Original_term: This is the original term used within the description of the frailty index, extracted verbatim from the published version of the included study

Mapped_concept: This is the Chat-GPT suggested term when prompted to assign synonyms to the full list of deficits within a given category. The prompts used to derive these terms are included within this repository

Harmonised_concept: This column was created following manual review of each of the 'mapped concepts' against each of the original terms. Where this is the same as the mapped concept, this means that the ChatGPT suggested term was retained after manual review. Where it differs, this means that the term was manually changed following review. This could be for one of several reasons: (1) the ChatGPT term had altered the meaning of the term, (2) Two or more ChatGPT suggested terms corresponded to the same overall concept, and were therefore edited to the same term, (3) Two or more distinct original concepts had been mapped to the same concept by ChatGPT, in which case these were separated.

Type: Detailed the type of deficit (e.g. functional deficits, symptoms, health conditions, labotory deficits). These were all manually assigned from the original term

Category: This details the category of deficit in terms of organ system (e.g. cardiovascular, cognitive, urological) or other category (e.g. physical function)

Cat: This is the category of the study (observational cohort, cardiovascular trial, other trial)

order_y: This is a composite varaible comprising the category and the harmonised concept, used to order the y axis of figure 1 by the frequenct of the deficit within the dataset and within categories

in_order: Numerical variable used in plotting figure 1 to order the axis.


 

The file "Script for figures" gives the R script use to produce the manuscript figures from the file "Original_and_harmonised_FI_terms.csv".

The remaing files, each with the prefix "chatgpt" give the text used for ChatGPT prompts in order to derive the mapped concepts.
DOI: 10.5517/ccdc.csd.cc2j02c0
title: CCDC 2323771: Experimental Crystal Structure Determination

description: Related Article: Chuanying Shen, Hanzhang Chen, Longyun Xu, Kui Wu, Lingqiang Meng, Shoubao Zhang, Jiyang Wang, Duanliang Wang|2024|Inorg.Chem.|63|3173|doi:10.1021/acs.inorgchem.3c04318
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/2.1.1429.0885
title: Self-evaluation and effectiveness of management
DOI: 10.15468/dl.hycaqd
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039331-250920141307145/datasets/export for details.
DOI: 10.15468/dl.wve9n8
title: Occurrence Download

description: A dataset containing 1530005 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "Year is 1984"
 ]
}

 The dataset includes 1530005 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039264-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52zcfj
title: Occurrence Download

description: A dataset containing 64646022 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is India"
 ]
}

 The dataset includes 64646022 records from 3415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039291-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr21120.v1
title: Japan 2000 National Survey on Family and Economic Conditions (NSFEC)
title: Version 1

description: The 2000 National Survey on Family and Economic Conditions
(NSFEC) was collected by the Keio University Center of Excellence
(COE) program. It is a national, two-stage stratified probability
sample of Japanese men and women aged 20-49. The survey focused on
aspects of early life course such as educational objectives and
employment, as well as marriage, family life, child rearing, household
management, and gender roles.
description: Response Rates: A total of 4,482 usable questionnaires were
 returned, a response rate of 64 percent. The response rate was
 particularly low for those aged 20-24 (55 percent). For the remainder,
the response rate was 71 percent.
description: Based on the 2000 Census tract distribution, 350 locales
 were randomly selected. Then, 20 individuals aged 20-49 were randomly
 selected within each locale, based on the registration of current
 domicile (jumin kihon daicho). Because one of the major objectives of
 the survey was to collect information on early life course,
 individuals aged 20-39 were selected at twice the rate of those aged
40-49.
description: Datasets: 
DS1: Japan 2000 National Survey on Family and Economic Conditions (NSFEC)
description: A national, two-stage stratified probability sample of
Japanese men and women aged 20-49. Smallest Geographic Unit: nation
description: survey questionnaire