{"id":"W4412140201","doi":"10.3389/fpubh.2025.1615187","title":"Caregiving burdens of task time and task difficulty among paid and unpaid caregivers of persons living with dementia","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"Georgia Institute of Technology","keywords":"Dementia; Task (project management); Gerontology; Unpaid work; Family caregivers; Medicine; Psychology; Psychiatry; Disease; Economics; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006775012,0.0002918235,0.00028314,0.0007570545,0.0006114708,0.0005540919,0.0002108505,0.0002086856,0.0008501257],"category_scores_gemma":[0.004099483,0.0002042818,0.0003200922,0.0005714023,0.0002817556,0.0004589352,0.0009481944,0.0003541133,0.00008974803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003560177,"about_ca_system_score_gemma":0.0003489239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006863375,"about_ca_topic_score_gemma":0.01479888,"domain_scores_codex":[0.9994984,0.0001523175,0.00008695193,0.00005494669,0.0001171689,0.00009019644],"domain_scores_gemma":[0.9976633,0.0003368836,0.001307994,0.0001062001,0.0002893051,0.0002962862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005378713,0.00004284045,0.9965522,0.00001333046,0.00002581594,0.00006452794,0.0008340014,0.00003371593,0.0001133126,0.000009194139,0.00007545735,0.002181788],"study_design_scores_gemma":[0.000001521638,0.0000476008,0.9983416,0.000007381107,0.000005605848,0.000109266,0.001308698,0.0000646948,0.00002104872,0.00001552888,0.00007416524,0.000002973878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999712,0.00008650646,0.00002133645,0.00001489517,0.000001477053,0.000003167514,0.0000620898,4.318483e-7,0.00009813288],"genre_scores_gemma":[0.9996901,0.00008062088,0.00004396063,0.000009336115,0.000003085549,0.000006719051,0.0001135113,3.072712e-7,0.00005245941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006863375,"threshold_uncertainty_score":0.0136469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008784303243723618,"score_gpt":0.2593328705895706,"score_spread":0.250548567345847,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}