cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30486179.v2
title: Co-creating an intervention to prevent injuries and reduce attrition of police force recruits: A concept mapping study of police force recruits, police force staff, health professionals, and research experts

description: The objective was to identify and prioritise the key strategies perceived as important and feasible to reduce the prevalence, incidence, and burden of injury in police force recruits. We performed a mixed-methods concept mapping study. Forty-eight participants were recruited from four broad groups: police force recruits/officers; police force staff; health professionals; and research experts. Participants brainstormed statements in response to a prompt (“To prevent injury and/or reduce the impact of injury on law enforcement recruit training, I think it’s important to….”) before sorting and rating the statements/strategies for importance and feasibility. Descriptive statistics, multi-dimensional scaling, hierarchical cluster analysis, pattern matching and Welch’s t-tests were applied. Ninety-six unique prevention strategies were provided (42 were above the grand mean for importance and feasibility). Eight clusters appropriately represented all statements. From highest to lowest mean cluster importance these were: i) Clearly communicate physical training program expectations and requirements, ii) Prepare for, monitor and manage physical training load, iii) Provide best practice injury identification, prevention and management, iv) Educate recruits, staff and other stakeholders involved in academy training delivery, v) Provide a supportive training environment that promotes health, wellbeing and injury reporting, vi) Have experienced staff deliver training and use appropriate equipment, vii) Deliver a comprehensive and holistic physical training program, and viii) Have appropriate physical entry standards and requirements. We identified 42 important and feasible strategies to reduce the burden of injury in police force recruits, which can be implemented by recruits, staff delivering the training program, and/ or staff managing or governing the training program.<br>
DOI: 10.6084/m9.figshare.30486179.v1
title: Co-creating an intervention to prevent injuries and reduce attrition of police force recruits: A concept mapping study of police force recruits, police force staff, health professionals, and research experts

description: The objective was to identify and prioritise the key strategies perceived as important and feasible to reduce the prevalence, incidence, and burden of injury in police force recruits. We performed a mixed-methods concept mapping study. Forty-eight participants were recruited from four broad groups: police force recruits/officers; police force staff; health professionals; and research experts. Participants brainstormed statements in response to a prompt (“To prevent injury and/or reduce the impact of injury on law enforcement recruit training, I think it’s important to….”) before sorting and rating the statements/strategies for importance and feasibility. Descriptive statistics, multi-dimensional scaling, hierarchical cluster analysis, pattern matching and Welch’s t-tests were applied. Ninety-six unique prevention strategies were provided (42 were above the grand mean for importance and feasibility). Eight clusters appropriately represented all statements. From highest to lowest mean cluster importance these were: i) Clearly communicate physical training program expectations and requirements, ii) Prepare for, monitor and manage physical training load, iii) Provide best practice injury identification, prevention and management, iv) Educate recruits, staff and other stakeholders involved in academy training delivery, v) Provide a supportive training environment that promotes health, wellbeing and injury reporting, vi) Have experienced staff deliver training and use appropriate equipment, vii) Deliver a comprehensive and holistic physical training program, and viii) Have appropriate physical entry standards and requirements. We identified 42 important and feasible strategies to reduce the burden of injury in police force recruits, which can be implemented by recruits, staff delivering the training program, and/ or staff managing or governing the training program.<br>
DOI: 10.15468/dl.prdt68
title: Occurrence Download

description: A dataset containing 3037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-125.73167 51.73754,-161.52736 51.2455,-136.2256 -51.248,-73.92141 -51.51257,-71.38024 -37.38826,-68.39821 -20.29128,-70.78384 -16.31524,-75.65449 -10.94757,-80.42574 -6.37512,-78.13616 -0.34095,-76.72517 2.65034,-76.7816 7.617,-78.64411 9.4795,-82.31245 8.31849,-83.73668 9.90845,-85.41497 12.27782,-87.98179 14.15357,-90.64733 14.35102,-92.6218 16.32549,-97.25591 16.52294,-101.89592 18.79358,-104.46273 22.34763,-112.36062 31.92381,-117.00062 34.29318,-125.73167 51.73754))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphyrna"
 ]
}

 The dataset includes 3037 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009090-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpfkgh
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cleome speciosa"
 ]
}

 The dataset includes 240 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009091-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkr874
title: Occurrence Download

description: A dataset containing 1225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Clethra mexicana"
 ]
}

 The dataset includes 1225 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009092-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6rwwz
title: Occurrence Download

description: A dataset containing 856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Clethra mexicana"
 ]
}

 The dataset includes 856 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009093-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15866647
title: Ocular Translation Due to Gravitational Acceleration

description: Purpose: We asked if globe position in the human orbit is influenced by gravitational head orientation while reclining.

Methods: In 11 adult volunteers, surface coil magnetic resonance imaging (MRI) in 2mm thick axial and quasi-coronal planes MRI with a centered visual target was performed in supine position that aligns the cranial midline along the gravity vector, and repeated in right and left decubitus positions that orient gravity orthogonally. From coronal MRI we computed globe centroid position relative to the whole head.

Results: Relative to supine position, in decubitus posture, the upper eye shifted 0.28±0.56mm (standard deviation) anteriorly, and 0.91±0.49mm medially (P<0.003 for both), without shifting superiorly. The lower eye shifted 0.88±0.59mm anteriorly (P<10-6) and 0.25±0.50mm superiorly (P=0.030), but did not shift medially. Vector magnitude of globe translation was significantly non-zero at 1.13±0.55mm for the upper and 1.16±0.59mm for the lower eye (P<10-7).

Conclusions: Since lateral decubitus positioning eliminates direct gravitational effect on anteroposterior eye position, we conclude that in the supine position, gravity causes about 0.3-0.9mm enophthalmos, which is significant relative to intraorbital optic nerve length and would exert traction on the optic nerve of the downward positioned eye. The larger medial shift of the upper than lateral shift in the lower eye might reflect the stiffer medial than lateral rectus pulley suspension, or differential fluid shifts. Gravity thus has an appreciable effect on the human eye that should be considered when modeling the effect of eye rotation on the mechanical state of the optic nerve and other orbital tissues.
DOI: 10.5281/zenodo.15866648
title: Ocular Translation Due to Gravitational Acceleration

description: Purpose: We asked if globe position in the human orbit is influenced by gravitational head orientation while reclining.

Methods: In 11 adult volunteers, surface coil magnetic resonance imaging (MRI) in 2mm thick axial and quasi-coronal planes MRI with a centered visual target was performed in supine position that aligns the cranial midline along the gravity vector, and repeated in right and left decubitus positions that orient gravity orthogonally. From coronal MRI we computed globe centroid position relative to the whole head.

Results: Relative to supine position, in decubitus posture, the upper eye shifted 0.28±0.56mm (standard deviation) anteriorly, and 0.91±0.49mm medially (P<0.003 for both), without shifting superiorly. The lower eye shifted 0.88±0.59mm anteriorly (P<10-6) and 0.25±0.50mm superiorly (P=0.030), but did not shift medially. Vector magnitude of globe translation was significantly non-zero at 1.13±0.55mm for the upper and 1.16±0.59mm for the lower eye (P<10-7).

Conclusions: Since lateral decubitus positioning eliminates direct gravitational effect on anteroposterior eye position, we conclude that in the supine position, gravity causes about 0.3-0.9mm enophthalmos, which is significant relative to intraorbital optic nerve length and would exert traction on the optic nerve of the downward positioned eye. The larger medial shift of the upper than lateral shift in the lower eye might reflect the stiffer medial than lateral rectus pulley suspension, or differential fluid shifts. Gravity thus has an appreciable effect on the human eye that should be considered when modeling the effect of eye rotation on the mechanical state of the optic nerve and other orbital tissues.
DOI: 10.15468/dl.n25jzk
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Clianthus puniceus"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009094-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17489292
title: HyperFNO1d

description: About

Partial HyperFNO1d code/data; remaining files will be uploaded after related paper is complete. Contact: 15863771603@163.com
DOI: 10.5281/zenodo.17489291
title: HyperFNO1d

description: About

Partial HyperFNO1d code/data; remaining files will be uploaded after related paper is complete. Contact: 15863771603@163.com
DOI: 10.5281/zenodo.17489308
title: Fungal Spore Counts and Environmental Data collected from BioScout Sensors and Surviellence Network 2024-03-19 to 2025-10-30

description: Overview:

This dataset contains daily spore counts, and spore concentration (spores normalised per cubed metre of air) for each bioscout device in the BioScout x GRDC spore monitoring network. Please visit https://www.bioscout.com.au/grdc if would like access to the network to see the network in real-time.

There is also anonymised device location data to understand the regionality of disease pressure over time.

 

Column Descriptions:




Column Name
Description




spore_concentration

This is the concentration of spores per metre cubed of air sampled for that days' sample. The BioScout SporeScout samplers have a flow metre to measure how much air is taken into the unit in order to better calculate the 'normalised' concentration fo spores between different samples. Each sample may consist of different lengths of time and volumes of air depending on location, the target air particulates to sample, and other environmental impacts that change the optimal sampling period the devices are configured for.




spore_count

The absolute count of observed spores for that particular sample, this doesn't take into account sampling time, it simply sums the total number of spores identified.




date

The date the sample represents.


 

device_name

The device name seen in the grdc network when logging into BioScout.




longitude

The anonymised longitude of the device, these values are relative to the locations of the device but have been obfuscated to help protect property owners.




latitude

The anonymised latitude of the device, these values are relative to the locations of the device but have been obfuscated to help protect property owners.




spore_name

The name of the spore / disease being monitored for this particular count and concentration value.
DOI: 10.60707/j987-yr76
title: GCxGC-MS Bundle - SRC canister filter.
DOI: 10.15468/dl.ecbdpp
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Clinopodium brownei"
 ]
}

 The dataset includes 352 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009095-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d4ep9
title: Occurrence Download

description: A dataset containing 10377929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "StateProvince is Queensland",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "SpeciesKey is not null"
 ]
}

 The dataset includes 10377929 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009083-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk3u7w
title: Occurrence Download

description: A dataset containing 35689990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "Year 1000-2025"
 ]
}

 The dataset includes 35689990 records from 958 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009076-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17452188
title: Experimental Data For Battery Pack And Cell

description: A 26 Ah lithium-ion battery pack was used for the tests. It represents the type of battery used in two-wheeler EVs. The pack was subjected to continuous 1C charge–discharge cycling. Testing was performed at a constant temperature of 25 °C using a Labkart High & Low Temperature with Low Pressure Testing Chamber. Excel file name is--New data-1.xlsx'

Similarly for the Battery cell level testing detail is--To complement the pack-level analysis, individual 18650 cylindrical Li-ion cells (3.7 V, 2600 m Ah; 18 mm diameter; 65 mm height; 45 g) were tested under identical ambient conditions (25 °C). The experiments were conducted using a PARSTAT 4000A potentiostat/galvanostat, configured in a three-electrode setup. The working electrode was connected to the positive terminal of the cell, while the combined counter or reference electrode was connected to the negative terminal. Excel file name is --New data-2.xlsx
DOI: 10.15468/dl.hfguzy
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Lithobates catesbeianus"
 ]
}

 The dataset includes 873 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009096-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112045821
title: Cuneiform Tablet 1913.14.0221, Spurlock 1913.14.0221

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0221; CDLI P420603 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.4 x 3 x 2,1 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.sb7fuy
title: Occurrence Download

description: A dataset containing 2753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dactylorhiza viridis (L.) R.M.Bateman, Pridgeon & M.W.Chase",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 2753 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0407921-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6n4-610-jft
title: Viburnum lautum C. V. Morton

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c4h-p0z-5jl
title: Galium aschenbornii S.Schauer

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bqz-cf9-f11
title: Sapium glandulosum (L.) Morong

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kv6-1ss-8hp
title: Viburnum hartwegii Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hcw-q95-asy
title: Croton payaquensis Standl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/73h-l0n-sh6
title: Alchornea latifolia Sw.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/esz-ng1-shq
title: Trigonia rugosa Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/t49-78k-hcx
title: Ardisia compressa Kunth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vln-ljv-gze
title: Chiococca alba (L.) Hitchc.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7sj-mlr-270
title: Stigmaphyllon ellipticum (Kunth) A. Juss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/526-2t9-ns5
title: Cestrum laxum Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qb5-e4t-jlg
title: Smilax aristolochiifolia Mill.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1rt-7wc-tfy
title: Cestrum aurantiacum Lindl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/42z-32v-av5
title: Buddleja americana L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4ha-c76-v3r
title: Bursera bipinnata (Moc. & Sessé ex DC.) Engl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/c65-v6e-pwj
title: Buddleja americana L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0lx-1vl-lx0
title: Hippobroma longiflora (L.) G.Don

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/emg-pz1-e0c
title: Lobelia laxiflora Kunth

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n57-7hw-mm8
title: Chamaecrista kunthiana (Schltdl. & Cham.) H.S.Irwin & Barneby

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6zm-axe-8t9
title: Bursera bipinnata (Moc. & Sessé ex DC.) Engl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/84f-4jk-pmg
title: Polypremum procumbens L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1ss-bej-vrv
title: Bursera graveolens (Kunth) Triana & Planch.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/bbc-baj-kl1
title: Centropogon ferrugineus (L.f.) Gleason

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.r79d5f
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-108.67 32.76,-88.88 32.76,-88.88 37.7,-108.67 37.7,-108.67 32.76))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochrophyta"
 ]
}

 The dataset includes 239 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000447-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bl9-f3a-ppt
title: Bursera bipinnata (Moc. & Sessé ex DC.) Engl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/9ab-y2r-5as
title: Bursera bipinnata (Moc. & Sessé ex DC.) Engl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y3j-e45-hck
title: Centropogon ferrugineus (L.f.) Gleason

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4vb-b2h-eqg
title: Bursera bipinnata (Moc. & Sessé ex DC.) Engl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yx4-t0d-mz2
title: Centropogon ferrugineus (L.f.) Gleason

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/51v-zza-jkc
title: Centropogon cordifolius Benth.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qyr-yek-yz5
title: Cestrum aurantiacum Lindl.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8fh-xww-cp4
title: Euphorbia schlechtendalii Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.