cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30494111.v1
title: Cost-Effective Prediction of Knee Joint Angle fromSurface Electromyography Signals During FreeMotion using Transformer Regression

description: This paper outlines a proof-of-concept for the precise forecasting, using a Time-Series Transformer (TST) regression framework, of the angle of the knee joint based on Surface Electromyography (sEMG) data from just three sensors on the upper thigh. To facilitate real-time prediction, the Transformer was given a hybrid input of autoregressive and exogenous data from two Inertial Measurement Units (IMUs) and the three sEMG sensors. Furthermore, the flexibility of a Transformer Model meant that the data could be continuously recorded during spontaneous, unplanned motion of the lower leg. A sliding-window approach was used to allow the model to continuously predict from a stream of live data. The model achieved high cross-validation accuracy (70-15-15 split) predicting the knee joint angle (in degrees) on a relatively small dataset of 35,613 samples--RMSE=3.97, nRMSE=0.0208, MAE=2.61, MBE=-0.45, R2=0.9928 on unseen data--and outperformed benchmarks set by state-of-the-art methods, such as CNN and LSTM, while making use of fewer sensors and demonstrating sub-millisecond prediction time per sample. Additionally, the limited number of sensors and equipment used in this method allows for greater accessibility to patients in need.
DOI: 10.15468/dl.7tcw6m
title: Occurrence Download

description: A dataset containing 21451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachyramphus marmoratus (J.F.Gmelin, 1789)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year is greater than or equal to 1810",
 "Year is less than or equal to 2019",
 "Month is greater than or equal to April",
 "Month is less than or equal to September",
 "EventDate is not null",
 "Country is United States of America",
 "Geometry POLYGON((-63 22, -63 51, -126 51, -126 22, -63 22))"
 ]
}

 The dataset includes 21451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013921-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq5jks
title: Occurrence Download

description: A dataset containing 640 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia orbiculata"
 ]
}

 The dataset includes 640 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036386-250717081556266/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.27176327
title: Cochlear implantation for children with single-sided deafness: parents’ perspectives

description: Historically, cochlear implantation is reserved for those with bilateral severe to profound hearing loss. However, indications have expanded to include Single-Sided Deafness (SSD) because of the known benefits of binaural hearing and the limitations of unilateral hearing, especially for children developing linguistic and cognitive skills. This study aimed to provide a qualitative perspective of lived experiences of children with SSD who use a cochlear implant (CI), as perceived and reported by their parents. An online questionnaire was developed and distributed to evaluate outcomes of cochlear implantation in children with SSD residing in New Zealand and the United States. Qualitative content analysis of open-ended questions identified themes, including: (1) motivating factors; (2) benefits of amplification; (3) challenges associated with the CI journey; and (4) advice to parents. Parents described benefits and challenges as a result of cochlear implantation, such as access to sound and academic and psychosocial development, as well as subjective improvements in spatial hearing, reduced listening fatigue, enhanced academic performance, and changes in quality of life. The difference that bilateral hearing makes to a child’s development is difficult to precisely define but parental insights offer valuable perspective to healthcare providers when considering what some consider an elective procedure.
DOI: 10.6084/m9.figshare.27176327.v1
title: Cochlear implantation for children with single-sided deafness: parents’ perspectives

description: Historically, cochlear implantation is reserved for those with bilateral severe to profound hearing loss. However, indications have expanded to include Single-Sided Deafness (SSD) because of the known benefits of binaural hearing and the limitations of unilateral hearing, especially for children developing linguistic and cognitive skills. This study aimed to provide a qualitative perspective of lived experiences of children with SSD who use a cochlear implant (CI), as perceived and reported by their parents. An online questionnaire was developed and distributed to evaluate outcomes of cochlear implantation in children with SSD residing in New Zealand and the United States. Qualitative content analysis of open-ended questions identified themes, including: (1) motivating factors; (2) benefits of amplification; (3) challenges associated with the CI journey; and (4) advice to parents. Parents described benefits and challenges as a result of cochlear implantation, such as access to sound and academic and psychosocial development, as well as subjective improvements in spatial hearing, reduced listening fatigue, enhanced academic performance, and changes in quality of life. The difference that bilateral hearing makes to a child’s development is difficult to precisely define but parental insights offer valuable perspective to healthcare providers when considering what some consider an elective procedure.
DOI: 10.6084/m9.figshare.27965006.v2
title: Māori and Pasifika Whānau expertise and experiences in the ear and hearing health system in the Counties Manukau Region, Auckland

description: Unaddressed hearing loss and middle ear problems have lifelong implications for speech and language development, social skills, education, and future employment opportunities. In Aotearoa New Zealand, Māori and Pasifika peoples are overrepresented in ear and hearing health statistics and experience many unmet needs. Despite the promise of equal outcomes under Te Tiriti o Waitangi, there is a well-established body of literature reporting poor health-related outcomes for Māori and Pasifika peoples. <i>Tamariki</i> (children) and their <i>whānau</i> (families) face a range of multi-factorial barriers when accessing ear and hearing health services. This study aims to explore the experiences of Māori and Pasifika whānau accessing these services in the Counties Manukau region, Auckland. The research was guided by Kaupapa Māori and Pan-Pacific research principles, which aim to address power relationships in research, critique deficit discourses, and maintain high quality standards for Māori and Pacific health research. Six whānau interviews were conducted and thematic analysis of data resulted in three themes – Whānau are experts, Power and control, and What makes a good ear and hearing health service. In addition, Māori and Pasifika whānau made suggestions for improvements in ear and hearing healthcare, which will inform larger scale ear and hearing health projects in NZ. <b>Glossary of Māori words:</b> hapū: kinship group, clan, tribe, subtribe – section of a large kinship group; iwi: tribe, nation, people, nationality, race; karakia: prayer, grace, blessing; lotu: prayer, blessing; Māori: normal, ordinary, indigenous people of Aotearoa New Zealand; mokopuna: grandchild, great-nephew or great-niece; Pākehā: (Te Reo Māori) European; Papa'a: (Cook Island Māori) European; raranga: weaving; tamariki: children; taonga: treasure; Tauiwi: (Te Reo Māori) non-Māori people of Aotearoa New Zealand; Te Taiao: world; Earth; natural world; environment; tikanga: correct procedure, custom, method, manner, rule, way, code, practice; wāhine: woman, female; whakapapa: genealogy; lineage; descent; whānau: extended family network, family group.
DOI: 10.6084/m9.figshare.27965006
title: Māori and Pasifika Whānau expertise and experiences in the ear and hearing health system in the Counties Manukau Region, Auckland

description: Unaddressed hearing loss and middle ear problems have lifelong implications for speech and language development, social skills, education, and future employment opportunities. In Aotearoa New Zealand, Māori and Pasifika peoples are overrepresented in ear and hearing health statistics and experience many unmet needs. Despite the promise of equal outcomes under Te Tiriti o Waitangi, there is a well-established body of literature reporting poor health-related outcomes for Māori and Pasifika peoples. <i>Tamariki</i> (children) and their <i>whānau</i> (families) face a range of multi-factorial barriers when accessing ear and hearing health services. This study aims to explore the experiences of Māori and Pasifika whānau accessing these services in the Counties Manukau region, Auckland. The research was guided by Kaupapa Māori and Pan-Pacific research principles, which aim to address power relationships in research, critique deficit discourses, and maintain high quality standards for Māori and Pacific health research. Six whānau interviews were conducted and thematic analysis of data resulted in three themes – Whānau are experts, Power and control, and What makes a good ear and hearing health service. In addition, Māori and Pasifika whānau made suggestions for improvements in ear and hearing healthcare, which will inform larger scale ear and hearing health projects in NZ. <b>Glossary of Māori words:</b> hapū: kinship group, clan, tribe, subtribe – section of a large kinship group; iwi: tribe, nation, people, nationality, race; karakia: prayer, grace, blessing; lotu: prayer, blessing; Māori: normal, ordinary, indigenous people of Aotearoa New Zealand; mokopuna: grandchild, great-nephew or great-niece; Pākehā: (Te Reo Māori) European; Papa'a: (Cook Island Māori) European; raranga: weaving; tamariki: children; taonga: treasure; Tauiwi: (Te Reo Māori) non-Māori people of Aotearoa New Zealand; Te Taiao: world; Earth; natural world; environment; tikanga: correct procedure, custom, method, manner, rule, way, code, practice; wāhine: woman, female; whakapapa: genealogy; lineage; descent; whānau: extended family network, family group.
DOI: 10.6084/m9.figshare.27965006.v1
title: Māori and Pasifika Whānau expertise and experiences in the ear and hearing health system in the counties Manukau Region, Auckland

description: Unaddressed hearing loss and middle ear problems have lifelong implications for speech and language development, social skills, education, and future employment opportunities. In Aotearoa New Zealand, Māori and Pasifika peoples are overrepresented in ear and hearing health statistics and experience many unmet needs. Despite the promise of equal outcomes under Te Tiriti o Waitangi, there is a well-established body of literature reporting poor health-related outcomes for Māori and Pasifika peoples. <i>Tamariki</i> (children) and their <i>whānau</i> (families) face a range of multi-factorial barriers when accessing ear and hearing health services. This study aims to explore the experiences of Māori and Pasifika whānau accessing these services in the Counties Manukau region, Auckland. The research was guided by Kaupapa Māori and Pan-Pacific research principles, which aim to address power relationships in research, critique deficit discourses, and maintain high quality standards for Māori and Pacific health research. Six whānau interviews were conducted and thematic analysis of data resulted in three themes – Whānau are experts, Power and control, and What makes a good ear and hearing health service. In addition, Māori and Pasifika whānau made suggestions for improvements in ear and hearing healthcare, which will inform larger scale ear and hearing health projects in NZ.   <b>Glossary of Māori words:</b> hapū: kinship group, clan, tribe, subtribe – section of a large kinship group; iwi: tribe, nation, people, nationality, race; karakia: prayer, grace, blessing; lotu: prayer, blessing; Māori: normal, ordinary, indigenous people of Aotearoa New Zealand; mokopuna: grandchild, great-nephew or great-niece; Pākehā: (Te Reo Māori) European; Papa'a: (Cook Island Māori) European; raranga: weaving; tamariki: children; taonga: treasure; Tauiwi: (Te Reo Māori) non-Māori people of Aotearoa New Zealand; Te Taiao: world; Earth; natural world; environment; tikanga: correct procedure, custom, method, manner, rule, way, code, practice; wāhine: woman, female; whakapapa: genealogy; lineage; descent; whānau: extended family network, family group.
DOI: 10.15468/dl.rzenk3
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urtica urens",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 499 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036389-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9p5pu
title: Occurrence Download

description: A dataset containing 361 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchis brancifortii"
 ]
}

 The dataset includes 361 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036388-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c54747468
title: MassIVE MSV000098627 - Proteomic profiling of Arabidopsis mutant jaz4-1 vs Col-0
title: Description: Comparative analysis of the proteomic profile of Arabidopsis thaliana mutant jaz4-1 with Col-0. Samples consisted of 3-week-old rosette tissue and were taken across the daily cycle (12L/12D), specifically at time points ZT0, ZT6, ZT12, and ZT18. This investigation revealed JAZ4 mediated regulatory pathways.
DOI: 10.15468/dl.chvnw5
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urtica urens",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036390-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4skh6
title: Occurrence Download

description: A dataset containing 102081 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is India Biodiversity Portal publication grade dataset"
 ]
}

 The dataset includes 102081 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036372-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/0kkm-k083
title: ICARUS Chamber Experiment: Browne Lab_20201124_Hexamethylcyclotrisiloxane/Chlorine/Acetonitrile_Chlorine radical_No Seed

description: Goals: Oxidize D3 using Cl2 as the oxidant precursor to promote RO2 radical isomerization/autooxidation reactions.Summary: The difunctional product, the formate ester + siloxanol was the largest product detected.Organization: Browne Lab Lab Affiliation: CU Boulder Chamber: Browne Lab Main ChamberExperiment Category: Gas phase chemical reaction Oxidant: Chlorine radical Reactants: Hexamethylcyclotrisiloxane, Chlorine, Acetonitrile Reaction Type: Photooxidation Relative Humidity: 0-5 Temperature: 25 Pressure: 860
DOI: 10.15468/dl.sezqrp
title: Occurrence Download

description: A dataset containing 33865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Aythya collaris)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 33865 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036387-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azwh3e
title: Occurrence Download

description: A dataset containing 574181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Galerida cristata)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 574181 records from 782 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036359-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16392949
title: Convergence plots 112

description: COnvergence plots of data set 112
DOI: 10.5281/zenodo.16392950
title: Convergence plots 112

description: COnvergence plots of data set 112
DOI: 10.15468/dl.jbe3p4
title: Occurrence Download

description: A dataset containing 11562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fringilla montifringilla"
 ]
}

 The dataset includes 11562 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036392-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmj9rn
title: Occurrence Download

description: A dataset containing 11515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia theizans"
 ]
}

 The dataset includes 11515 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036391-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ap8bxm
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thevetia peruviana",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036393-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzt9bj
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactrocera carambolae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1970",
 "BasisOfRecord is one of (Specimen, Material sample, Occurrence evidence)"
 ]
}

 The dataset includes 436 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036396-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bz2m7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036394-250717081556266/datasets/export for details.
DOI: 10.5065/np9j-mz41
title: ICARUS Chamber Experiment: Nizkorodov Lab_20211026_alpha-Pinene_Hydroxyl radical_No Seed

description: Goals: Prepare SOA for ROS measurementsSummary: SOA was prepared and then collected for offline analysisOrganization: Nizkorodov Lab Lab Affiliation: University of California, Irvine Chamber: Nizkorodov ChamberExperiment Category: Aerosol formation Oxidant: Hydroxyl radical Reactants: alpha-Pinene Reaction Type: Photooxidation Relative Humidity: 40 Temperature: 21
DOI: 10.15468/dl.dc2y2r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urtica urens",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036398-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yvcse
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchis patens"
 ]
}

 The dataset includes 315 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036399-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndkrw3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Galerida cristata)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036397-250717081556266/datasets/export for details.