cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14597612
title: MAISON-LLF: Multimodal Sensor Dataset for Monitoring Older Adults Post Lower-Limb Fractures in Community Settings

description: Dataset Description

The MAISON-LLF dataset comprises longitudinal multimodal data collected from 18 community-dwelling older adults living alone following lower limb fractures. Each participant was monitored for eight weeks starting from the first week after hospital discharge. In total, the dataset contains 1008 days of continuous sensor-based measurements, complemented by biweekly clinical questionnaire assessments.

Version 4 of the MAISON-LLF dataset is organized using the following directory structure:

 

├── maison-llf/│   ├── maison-llf-demographics.csv│   ├── maison-llf-features.csv│   ├── maison-llf-feature-descriptions.xlsx

 

Dataset Contents

The file maison-llf-demographics.csv contains participant-level demographic information for participants 1 through 18. Variables include sex, age, fracture type, relationship status, education, employment status, and ethnicity.

The file maison-llf-features.csv aggregates all daily sensor-derived features and clinical assessment data into a single CSV file. The data represent post-processed features following missing value imputation. Missing values were imputed at the sensor data level prior to feature extraction.  For days with missing sensor recordings for a participant, the corresponding sensor values were imputed using the mean of that participant’s other days within the same week and biweekly clinical assessment period.

Biweekly clinical questionnaire variables include individual item level scores for the Social Isolation Scale items sis-01 to sis-06, the Oxford Hip Score items ohs-01 to ohs-12, and the Oxford Knee Score items oks-01 to oks-12, along with their corresponding total scores sis, ohs, and oks. The file additionally includes results from the Timed Up and Go test and the 30-second chair stand test.

Each participant contributed four sets of clinical assessment data. Within each set, all biweekly clinical variables share the same timestamp, corresponding to the calendar date in yyyy-MM-dd format on which the assessment was conducted.

The file maison-llf-feature-descriptions.xlsx provides detailed definitions and descriptions of all daily features included in maison-llf-features.csv. This file represents an updated version of Table 3 from the paper.

 

Citation

If you use this dataset, please cite the following paper:

Abedi, A., Chu, C.H. & Khan, S.S. Multimodal sensor dataset for monitoring older adults post lower limb fractures in community settings. Sci Data 12, 733 (2025). https://doi.org/10.1038/s41597-025-05069-7
DOI: 10.5281/zenodo.17943110
title: MAISON-LLF: Multimodal Sensor Dataset for Monitoring Older Adults Post Lower-Limb Fractures in Community Settings

description: Dataset Description

The MAISON-LLF dataset comprises longitudinal multimodal data collected from 18 community-dwelling older adults living alone following lower limb fractures. Each participant was monitored for eight weeks starting from the first week after hospital discharge. In total, the dataset contains 1008 days of continuous sensor-based measurements, complemented by biweekly clinical questionnaire assessments.

Version 4 of the MAISON-LLF dataset is organized using the following directory structure:

 

├── maison-llf/│   ├── maison-llf-demographics.csv│   ├── maison-llf-features.csv│   ├── maison-llf-feature-descriptions.xlsx

 

Dataset Contents

The file maison-llf-demographics.csv contains participant-level demographic information for participants 1 through 18. Variables include sex, age, fracture type, relationship status, education, employment status, and ethnicity.

The file maison-llf-features.csv aggregates all daily sensor-derived features and clinical assessment data into a single CSV file. The data represent post-processed features following missing value imputation. Missing values were imputed at the sensor data level prior to feature extraction.  For days with missing sensor recordings for a participant, the corresponding sensor values were imputed using the mean of that participant’s other days within the same week and biweekly clinical assessment period.

Biweekly clinical questionnaire variables include individual item level scores for the Social Isolation Scale items sis-01 to sis-06, the Oxford Hip Score items ohs-01 to ohs-12, and the Oxford Knee Score items oks-01 to oks-12, along with their corresponding total scores sis, ohs, and oks. The file additionally includes results from the Timed Up and Go test and the 30-second chair stand test.

Each participant contributed four sets of clinical assessment data. Within each set, all biweekly clinical variables share the same timestamp, corresponding to the calendar date in yyyy-MM-dd format on which the assessment was conducted.

The file maison-llf-feature-descriptions.xlsx provides detailed definitions and descriptions of all daily features included in maison-llf-features.csv. This file represents an updated version of Table 3 from the paper.

 

Citation

If you use this dataset, please cite the following paper:

Abedi, A., Chu, C.H. & Khan, S.S. Multimodal sensor dataset for monitoring older adults post lower limb fractures in community settings. Sci Data 12, 733 (2025). https://doi.org/10.1038/s41597-025-05069-7
DOI: 10.25574/11431
title: Chandra X-ray Observatory ObsId 11431

description: The nature of X-ray jets in powerful core-dominated quasars
DOI: 10.15468/dl.atuede
title: Occurrence Download

description: A dataset containing 559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypostomus commersoni",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 559 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055313-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/11432
title: Chandra X-ray Observatory ObsId 11432

description: The nature of X-ray jets in powerful core-dominated quasars
DOI: 10.25574/11433
title: Chandra X-ray Observatory ObsId 11433

description: Rapid Follow-Up Observations of Tidal Disruption Events Discovered by Pan-STARRS1
DOI: 10.25574/11439
title: Chandra X-ray Observatory ObsId 11439

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11440
title: Chandra X-ray Observatory ObsId 11440

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11441
title: Chandra X-ray Observatory ObsId 11441

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11442
title: Chandra X-ray Observatory ObsId 11442

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11443
title: Chandra X-ray Observatory ObsId 11443

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.13140/rg.2.2.32204.68489
title: Python Program for Product Operator Formalism of Spin-1/2 for Nuclear Magnetic Resonance
DOI: 10.25574/11444
title: Chandra X-ray Observatory ObsId 11444

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11445
title: Chandra X-ray Observatory ObsId 11445

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11446
title: Chandra X-ray Observatory ObsId 11446

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11447
title: Chandra X-ray Observatory ObsId 11447

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.15468/3h7tnh
title: IMOS - Animal Tracking Facility - Acoustic Tracking - Quality Controlled Detections (2007 -2021)

description: Over the last decade, the Integrated Marine Observing System’s Animal Tracking Facility (IMOS ATF) has established a permanent array of acoustic receivers around Australia to detect the movements of tagged marine animals in coastal waters. Simultaneously, IMOS ATF developed a centralised national database (https://animaltracking.aodn.org.au/) to encourage collaborative research across the user community and provide unprecedented opportunities to quantify individual behaviour across a broad range of taxa. Here we present the database and quality control procedures developed to collate 67 million valid detections from 1891 receiving stations. This dataset consists of detection data for 7800 tags deployed on 154 species (fish, sharks, rays, reptiles, and mammals), with distances traveled ranging from a few to thousands of kilometres. This dataset of acoustic detections constitutes a valuable resource facilitating meta-analysis of animal movement, distributions, and habitat use, and is important for relating species distribution shifts with environmental covariates.
This copy of the IMOS ATF data is of the valid detections downloaded via the IMOS Animal Tracking Portal at https://animaltracking.aodn.org.au/detection. This dataset has been summarized by reducing the detection records to the count of detections per animal per site per day (UTC). The DwC field organismId has been used to record the transmitter serial number. The initial deployment/release of the animal has also been added to the dataset via EMoF using an occurrenceId of the transmitter tag with a postfix of '-release'. Parameters include transmitter type, length and weight of the released animal.
Downloads of the detection, deployments and receiver stations are from https://animaltracking.aodn.org.au/detection accessed in 2021-01-04
DOI: 10.25574/11448
title: Chandra X-ray Observatory ObsId 11448

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11449
title: Chandra X-ray Observatory ObsId 11449

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11450
title: Chandra X-ray Observatory ObsId 11450

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11451
title: Chandra X-ray Observatory ObsId 11451

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11453
title: Chandra X-ray Observatory ObsId 11453

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11454
title: Chandra X-ray Observatory ObsId 11454

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11456
title: Chandra X-ray Observatory ObsId 11456

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11457
title: Chandra X-ray Observatory ObsId 11457

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11458
title: Chandra X-ray Observatory ObsId 11458

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11459
title: Chandra X-ray Observatory ObsId 11459

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11461
title: Chandra X-ray Observatory ObsId 11461

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.6084/m9.figshare.29124344
title: baseceldas.RData

description: The data set corresponds to location of center of bubbles in a tank in the process of mineral flotation recolation.
DOI: 10.6084/m9.figshare.29124344.v1
title: baseceldas.RData

description: The data set corresponds to location of center of bubbles in a tank in the process of mineral flotation recolation.
DOI: 10.6084/m9.figshare.29124344.v2
title: baseceldas.RData

description: The data set corresponds to location of center of bubbles in a tank in the process of mineral flotation recolation.
DOI: 10.25574/11462
title: Chandra X-ray Observatory ObsId 11462

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11463
title: Chandra X-ray Observatory ObsId 11463

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11464
title: Chandra X-ray Observatory ObsId 11464

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11465
title: Chandra X-ray Observatory ObsId 11465

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11466
title: Chandra X-ray Observatory ObsId 11466

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11467
title: Chandra X-ray Observatory ObsId 11467

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.17026/ar/r3tiaa
title: PAN-00168585 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00168585&lt;/p&gt;
description: Modified: 2025-11-12T11:01:02+01:00
DOI: 10.25574/11468
title: Chandra X-ray Observatory ObsId 11468

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11469
title: Chandra X-ray Observatory ObsId 11469

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11470
title: Chandra X-ray Observatory ObsId 11470

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11471
title: Chandra X-ray Observatory ObsId 11471

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.15468/jiv3qs
title: Bases para el monitoreo de dos especies de carnívoros medianos en la Reserva de la Biosfera de Mapimí, Durango

description: Los coyotes y los gatos monteses son dos de los depredadores de talla mediana más abundantes en Norteamérica, situación que se presenta también en México y en particular en la Reserva de la Biosfera de Mapimi. La presencia de ambas especies en el desierto sin duda es clave para mantener la dinámica del ecosistema en equilibrio, sin embargo los estudios realizados previamente en esta localidad se han enfocado principalmente en los pequeños mamíferos herbívoros (roedores, lagomorfos y venados) y escasamente sobre estos depredadores. El presente estudio tiene como objetivo principal determinar algunas de las principales características sobre la ecología de gatos monteses y coyotes relacionadas con su papel como depredadores y su relación con sus principales presas (interacciones depredador-presa) que permitirán implementar un plan de monitoreo de ambas especies en la Reserva de la Biosfera de Mapimi, con las que podrá conocerse parte de la dinámica del ecosistema desértico que habitan. Para ello se considerarán estudios preliminares sobre la ecología de ambos depredadores realizados durante la década de los 80 y 90, así como algunas investigaciones recientes realizadas entre los años 2005 y 2008 en la Reserva mencionada, siendo la presente propuesta una continuación de éstas últimas. El proyecto se desarrollará durante un periodo de dos años durante los cuales se propone capturar al menos cuatro gatos monteses y cuatro coyotes que serán equipados con collares con sistema GPS y sensores de temperatura. Esta información se integrará con la obtenida durante el periodo 2005 y 2008 y con ella se registrará el patrón de actividad de gatos y coyotes en periodos de 24 horas (longitud, velocidad y frecuencia de las distancias recorridas diariamente así como los periodos sin desplazamiento), el hábitat que ocupan cada uno y se estimará su demanda energética con un modelo matemático desarrollado ex profeso para gatos y coyotes. Se identificarán las principales presas que componen su dieta mediante el análisis de sus excretas y se estimará el número de estas que satisfacen la demanda energética de cada depredador. Así mismo, se registrará la abundancia relativa y disponibilidad de cada uno de los principales tipos de presas. Toda la información obtenida será analizada y comparada para cada especie de depredador y entre ellos, así como en el aspecto temporal (época seca y húmeda) y espacial. Los investigadores y estudiantes que constituyen el equipo de trabajo que desarrollará el presente estudio cuenta con la experiencia suficiente para llevarlo a término de manera exitosa.Reino: 1
Filo: 1
Clase: 3
Orden: 7
Familia: 11
Género: 16
Especie: 16
DOI: 10.25574/11472
title: Chandra X-ray Observatory ObsId 11472

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11473
title: Chandra X-ray Observatory ObsId 11473

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11475
title: Chandra X-ray Observatory ObsId 11475

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11477
title: Chandra X-ray Observatory ObsId 11477

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11478
title: Chandra X-ray Observatory ObsId 11478

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11479
title: Chandra X-ray Observatory ObsId 11479

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11480
title: Chandra X-ray Observatory ObsId 11480

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11481
title: Chandra X-ray Observatory ObsId 11481

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11482
title: Chandra X-ray Observatory ObsId 11482

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11483
title: Chandra X-ray Observatory ObsId 11483

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11484
title: Chandra X-ray Observatory ObsId 11484

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11485
title: Chandra X-ray Observatory ObsId 11485

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11486
title: Chandra X-ray Observatory ObsId 11486

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.15468/dl.6uyxkw
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pimelodella taenioptera",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 109 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055315-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/11487
title: Chandra X-ray Observatory ObsId 11487

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11488
title: Chandra X-ray Observatory ObsId 11488

description: X-ray Signatures of Accretion in AGNs with Intermediate-mass Black Holes
DOI: 10.25574/11489
title: Chandra X-ray Observatory ObsId 11489

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11490
title: Chandra X-ray Observatory ObsId 11490

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.34740/kaggle/dsv/14183203
title: Balochi Language to English Translation Dataset
DOI: 10.25574/11491
title: Chandra X-ray Observatory ObsId 11491

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11492
title: Chandra X-ray Observatory ObsId 11492

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11493
title: Chandra X-ray Observatory ObsId 11493

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11494
title: Chandra X-ray Observatory ObsId 11494

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11495
title: Chandra X-ray Observatory ObsId 11495

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11496
title: Chandra X-ray Observatory ObsId 11496

description: Hunting for Intrinsically X-ray Weak Quasars: The Case of PHL 1811 Analogs
DOI: 10.25574/11497
title: Chandra X-ray Observatory ObsId 11497

description: The nature of active nuclei in radio galaxies: observations of the 2Jy sample
DOI: 10.25574/11498
title: Chandra X-ray Observatory ObsId 11498

description: The nature of active nuclei in radio galaxies: observations of the 2Jy sample
DOI: 10.25574/11499
title: Chandra X-ray Observatory ObsId 11499

description: The nature of active nuclei in radio galaxies: observations of the 2Jy sample
DOI: 10.25574/11500
title: Chandra X-ray Observatory ObsId 11500

description: The nature of active nuclei in radio galaxies: observations of the 2Jy sample
DOI: 10.25574/11501
title: Chandra X-ray Observatory ObsId 11501

description: The nature of active nuclei in radio galaxies: observations of the 2Jy sample
DOI: 10.6084/m9.figshare.30768145
title: The quality of addiction treatment in persistent poverty counties versus non-persistent poverty counties: the role of Medicaid

description: <i>Background:</i> Substance use disorders are more prevalent in areas of extreme poverty. Few studies have evaluated the differences in quality of addiction treatment associated with persistent poverty status (counties where at least 20% of residents have been in poverty for 20 years or more) and Medicaid access. <i>Objective:</i> This study aims to (1) investigate whether there is a difference in the quality of addiction treatment between counties identified as persistent poverty counties and those not and (2) determine the effect of Medicaid expansion on quality. <i>Methods:</i> We analyzed data from the National Substance Use and Mental Health Services Survey and the US Census American Community Survey. We performed fixed and random effects regression analysis to determine the likelihood of access to high-quality care, including evidence-based behavioral health services, medications for addiction, staff accreditation, medical treatment, recovery services, increased access to treatment, personalized-treatment plans, and long-term services. <i>Results:</i> Adjusted regression results revealed that persistent poverty county status was associated with a higher likelihood of access to high-quality care in states that expanded Medicaid (OR = 1.37, 95% CI 1.10, 1.70). Persistent poverty counties were also more likely to provide medical services, rapid access to treatment, and personalized treatment plans. However, only access to medical services remained significant in the unadjusted model in states that did not expand Medicaid (OR = 2.10, 95% CI 1.03, 4.30). <i>Conclusions:</i> Substance treatment providers in persistent poverty counties were more likely to provide higher quality care, but Medicaid expansion played an important role. Implications for substance treatment policy and practitioners are discussed.