cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31424918
title: Predicting patient no-shows in magnetic resonance imaging appointments using interpretable machine learning

description: Missed appointments, or no-shows, in Magnetic Resonance Imaging (MRI) procedures lead to underutilised resources and scheduling inefficiencies in healthcare. This study proposes an interpretable machine learning framework to predict patient no-shows using real-world data from a brazilian diagnostic imaging clinic (<i>n</i> = 28991; no-show rate = 8.2%). We evaluated Logistic Regression, Multilayer Perceptron, XGBoost, CatBoost, and LightGBM, incorporating both patient-level and clinic-level features, including historical demand and no-show trends. Time-split cross-validation was used for hyperparameter tuning, selecting models based on AUC-PR, and for adjusting the probability threshold using the Fβ-score with β = 1.5. The LightGBM model was selected and achieved an AUC-PR of 0.2203 and AUC-ROC of 0.6559 on test data, with Precision = 19.68%, Sensitivity = 39.63%, F1-score = 26.30% and overall accuracy = 82.37%. SHAP values were used to interpret feature contributions, revealing that variables such as patient age, sex, distance to clinic, healthcare plan, waiting time, and no-show history were most influential. This framework enables data-driven overbooking strategies and personalised reminders, aligning with operational goals and minimising resource waste. Our approach demonstrates that interpretable models can support clinical decision-making in realistic environments, with potential extensions to other healthcare domains. Missed appointments in Magnetic Resonance Imaging (MRI) generate significant costs and operational inefficiencies. This study evaluates the application of interpretable machine learning to predict patient no-shows, utilising real-world data from a diagnostic imaging clinic. Rather than seeking perfect prediction accuracy, which is challenging due to the complex nature of patient behaviour, our methodology prioritises operational utility. We calibrated the model to align with specific clinic goals: maximising the detection of potential no-shows (Sensitivity) to minimise wasted slots, even if this results in higher false alarms. By employing the SHAP framework, the model moves beyond “black-box” predictions to reveal the specific drivers of non-attendance. For radiology department managers and clinic administrators, this approach offers a realistic method to guide overbooking strategies and target reminder calls. The results demonstrate that while predicting human behaviour remains difficult, using an interpretable, operationally tuned model outperforms random guessing in identifying missed appointments, providing actionable insights for resource management.
DOI: 10.6084/m9.figshare.31424918.v1
title: Predicting patient no-shows in magnetic resonance imaging appointments using interpretable machine learning

description: Missed appointments, or no-shows, in Magnetic Resonance Imaging (MRI) procedures lead to underutilised resources and scheduling inefficiencies in healthcare. This study proposes an interpretable machine learning framework to predict patient no-shows using real-world data from a brazilian diagnostic imaging clinic (<i>n</i> = 28991; no-show rate = 8.2%). We evaluated Logistic Regression, Multilayer Perceptron, XGBoost, CatBoost, and LightGBM, incorporating both patient-level and clinic-level features, including historical demand and no-show trends. Time-split cross-validation was used for hyperparameter tuning, selecting models based on AUC-PR, and for adjusting the probability threshold using the Fβ-score with β = 1.5. The LightGBM model was selected and achieved an AUC-PR of 0.2203 and AUC-ROC of 0.6559 on test data, with Precision = 19.68%, Sensitivity = 39.63%, F1-score = 26.30% and overall accuracy = 82.37%. SHAP values were used to interpret feature contributions, revealing that variables such as patient age, sex, distance to clinic, healthcare plan, waiting time, and no-show history were most influential. This framework enables data-driven overbooking strategies and personalised reminders, aligning with operational goals and minimising resource waste. Our approach demonstrates that interpretable models can support clinical decision-making in realistic environments, with potential extensions to other healthcare domains. Missed appointments in Magnetic Resonance Imaging (MRI) generate significant costs and operational inefficiencies. This study evaluates the application of interpretable machine learning to predict patient no-shows, utilising real-world data from a diagnostic imaging clinic. Rather than seeking perfect prediction accuracy, which is challenging due to the complex nature of patient behaviour, our methodology prioritises operational utility. We calibrated the model to align with specific clinic goals: maximising the detection of potential no-shows (Sensitivity) to minimise wasted slots, even if this results in higher false alarms. By employing the SHAP framework, the model moves beyond “black-box” predictions to reveal the specific drivers of non-attendance. For radiology department managers and clinic administrators, this approach offers a realistic method to guide overbooking strategies and target reminder calls. The results demonstrate that while predicting human behaviour remains difficult, using an interpretable, operationally tuned model outperforms random guessing in identifying missed appointments, providing actionable insights for resource management.
DOI: 10.25549/pcra-ouc11399apdb
title: Wright, letter, 2006, to "supervisor"

description: G. Alfred Wright & Souvenir Committee (Church of God in Christ), letter, 2006 October 30, to "supervisor" (Church of God in Christ).
DOI: 10.25549/pcra-ouc11399aguw
title: Carter, memo, 2007 July, to "district missionaries, auxiliary and unit leaders"

description: Freddye Carter (Church of God in Christ), Waco, Texas, memo, 2007 July 30, to "district missionaries, auxiliary and unit leaders" (Church of God in Christ). Regarding the Jurisdictional Women's Convention. Enclosure: program for the Jurisdictional Women's Convention.
DOI: 10.25549/pcra-ouc11399agts
title: Carter, letter, 2009, to Goodson

description: Freddye Carter (Church of God in Christ), Waco, Texas, letter, 2009 June 1, to Glenda Goodson (Church of God in Christ), Lancaster, Texas.
DOI: 10.25549/pcra-ouc11399aify
title: Foreign student aid, COGIC Department of Missions, [s.d.], flier

description: Flier for Foreign student aid, Church of God in Christ, Department of Missions, [s.d.].
DOI: 10.25549/pcra-ouc11399amxb
title: The installaton: the General Supervisor’s representative = La instalación del representante del Supervisor General, instructions

description: Instructions for The installaton: the General Supervisor’s representative = La instalación del representante del Supervisor General, Church of God in Christ, Cuba, [s.d.].
DOI: 10.25549/pcra-ouc11399alqp
title: Service of dedication of the extension of the COGIC and the 24th anniversary of the founding of the church, Liberia, 1963

description: Service of dedication of the extension of the COGIC and the 24th anniversary of the founding of the church, Tubakeh, Maryland County, Liberia, 1963 November 17.
DOI: 10.25549/pcra-ouc113999zsb
title: Holy convocation, Northern California (50th: 1996), Women's day program

description: 50th Holy convocation, Women's day program, "Holy women: our responsibility to God's work", Northern California, Berkeley, California, 1996 June 7.
DOI: 10.25549/pcra-ouc113999zyq
title: Annual state convocation, Texas southwest, COGIC, Waco, Women's day program, 1997

description: Annual state convocation, Women's day program, "Church of God in Christ women looking back with praises: moving forward with hope", Texas southwest, Church of God in Christ, State Temple, Waco, Texas, 1997 July 12.
DOI: 10.25549/pcra-ouc113999zzf
title: Women's day program, Texas northeast, COGIC, Dallas, 2005

description: Women's day program, "Holding the reins of holiness", Jurisdictional holy convocation, Texas northeast, Saintsville Sanctuary Church of God in Christ, Dallas, Texas, 2005 July 1.
DOI: 10.25549/pcra-ouc113999zzg
title: Ministers and workers convocation, Texas northeast, COGIC, Dallas, Women's day program, 2006 (4 pp.)

description: Women's day program, "Leadership: God directed and effective", Ministers and workers convocation, Texas northeast, Saintsville Sanctuary Church of God in Christ, Dallas, Texas, 2006 March 29. Includes handwritten notes.
DOI: 10.25549/pcra-ouc113999zzm
title: Women's week program, Open Door COGIC, Dallas, 2007

description: Women's week program, "21st century women following the example of holy women of the bible", Open Door Church of God in Christ, Dallas, Texas, 2007 September 25-27.
DOI: 10.25549/pcra-ouc11399ap4x
title: The whole truth [newspaper], vol. 35, no. 2 (1961 December) [partial]

description: The whole truth [newspaper], vol. 35, no. 2 (1961 December). Pages 1 & 4 only.
DOI: 10.15468/dl.k9tnuc
title: Occurrence Download

description: A dataset listing the 3017 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 {
 "and" : [
 "Country is United States of America",
 "StateProvince is one of (Vermont, vermont, Vermont (state))",
 "HasCoordinate is false",
 "OccurrenceStatus is Present"
 ]
 },
 {
 "and" : [
 "GadmGid is USA.46_1",
 "OccurrenceStatus is Present"
 ]
 }
 ]
 },
 "Geometry POLYGON((-73.30419 44.26435,-73.24295 44.26347,-73.12128 44.27779,-73.1568 44.35433,-73.28541 44.34411,-73.30664 44.30789,-73.30419 44.26435))"
 ]
}

 The dataset's 3017 records were derived from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003982-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.28121.93280
title: Agilent bioanalyzer analysis of total RNA from Nasonia vitripennis.
DOI: 10.13140/rg.2.2.33155.09767
title: Solids and Surfaces analysis by Ion Mobility Spectrometry
DOI: 10.13140/rg.2.2.16731.77608
title: Authored gene sequences in NCBI - B8300 - A.baumannii
DOI: 10.15468/dl.9g8sch
title: Occurrence Download

description: A dataset containing 39332951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 39332951 records from 5130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025564-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id57894.1
title: StrainInfo SI-ID 57894.1

description: StrainInfo dataset 57894 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57895.1
title: StrainInfo SI-ID 57895.1

description: StrainInfo dataset 57895 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57896.1
title: StrainInfo SI-ID 57896.1

description: StrainInfo dataset 57896 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57897.1
title: StrainInfo SI-ID 57897.1

description: StrainInfo dataset 57897 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57748.1
title: StrainInfo SI-ID 57748.1

description: StrainInfo dataset 57748 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57749.1
title: StrainInfo SI-ID 57749.1

description: StrainInfo dataset 57749 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57750.1
title: StrainInfo SI-ID 57750.1

description: StrainInfo dataset 57750 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57751.1
title: StrainInfo SI-ID 57751.1

description: StrainInfo dataset 57751 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57810.1
title: StrainInfo SI-ID 57810.1

description: StrainInfo dataset 57810 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57811.1
title: StrainInfo SI-ID 57811.1

description: StrainInfo dataset 57811 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57812.1
title: StrainInfo SI-ID 57812.1

description: StrainInfo dataset 57812 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57898.1
title: StrainInfo SI-ID 57898.1

description: StrainInfo dataset 57898 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57899.1
title: StrainInfo SI-ID 57899.1

description: StrainInfo dataset 57899 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57900.1
title: StrainInfo SI-ID 57900.1

description: StrainInfo dataset 57900 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57901.1
title: StrainInfo SI-ID 57901.1

description: StrainInfo dataset 57901 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57752.1
title: StrainInfo SI-ID 57752.1

description: StrainInfo dataset 57752 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57753.1
title: StrainInfo SI-ID 57753.1

description: StrainInfo dataset 57753 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57754.1
title: StrainInfo SI-ID 57754.1

description: StrainInfo dataset 57754 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57755.1
title: StrainInfo SI-ID 57755.1

description: StrainInfo dataset 57755 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57813.1
title: StrainInfo SI-ID 57813.1

description: StrainInfo dataset 57813 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57814.1
title: StrainInfo SI-ID 57814.1

description: StrainInfo dataset 57814 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57816.1
title: StrainInfo SI-ID 57816.1

description: StrainInfo dataset 57816 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57902.1
title: StrainInfo SI-ID 57902.1

description: StrainInfo dataset 57902 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57903.1
title: StrainInfo SI-ID 57903.1

description: StrainInfo dataset 57903 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57904.1
title: StrainInfo SI-ID 57904.1

description: StrainInfo dataset 57904 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57905.1
title: StrainInfo SI-ID 57905.1

description: StrainInfo dataset 57905 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57756.1
title: StrainInfo SI-ID 57756.1

description: StrainInfo dataset 57756 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57757.1
title: StrainInfo SI-ID 57757.1

description: StrainInfo dataset 57757 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57758.1
title: StrainInfo SI-ID 57758.1

description: StrainInfo dataset 57758 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57759.1
title: StrainInfo SI-ID 57759.1

description: StrainInfo dataset 57759 about a strain of Streptococcus mutans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57817.1
title: StrainInfo SI-ID 57817.1

description: StrainInfo dataset 57817 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57818.1
title: StrainInfo SI-ID 57818.1

description: StrainInfo dataset 57818 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57819.1
title: StrainInfo SI-ID 57819.1

description: StrainInfo dataset 57819 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57820.1
title: StrainInfo SI-ID 57820.1

description: StrainInfo dataset 57820 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57821.1
title: StrainInfo SI-ID 57821.1

description: StrainInfo dataset 57821 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57906.1
title: StrainInfo SI-ID 57906.1

description: StrainInfo dataset 57906 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id57907.1
title: StrainInfo SI-ID 57907.1

description: StrainInfo dataset 57907 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.