{"id":"W4400798932","doi":"10.1101/2024.07.16.24309597","title":"Caregivers’ burden of care during emergency department care transitions among older adults: a mixed methods cohort study","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Toronto; University Health Network; Sinai Health System; Université Laval","funders":"","keywords":"Caregiver burden; Emergency department; Medicine; Gerontology; Family medicine; Family caregivers; Nursing; Dementia; Disease","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":[0.004626979,0.0004043762,0.0005985689,0.001264856,0.001381781,0.001333369,0.0005657824,0.0005616532,0.0009474601],"category_scores_gemma":[0.007972235,0.0005299523,0.001191654,0.001298651,0.0002961781,0.001233805,0.001101129,0.000669,0.0001780011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008334654,"about_ca_system_score_gemma":0.0009042283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049045,"about_ca_topic_score_gemma":0.01670349,"domain_scores_codex":[0.9980541,0.0007712397,0.0003428111,0.0002521853,0.0002976398,0.0002820331],"domain_scores_gemma":[0.9975139,0.0005377471,0.001062129,0.0002345339,0.0003643913,0.0002873202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001803865,0.0002058093,0.9927614,0.00007533911,0.0001556469,0.0001264794,0.003748109,0.00001435066,0.0001186409,0.00003425849,0.0001839399,0.002395661],"study_design_scores_gemma":[0.0000500127,0.0007566037,0.9834614,0.0001814712,0.0001645768,0.0003326565,0.01395115,0.0002757046,0.0001294772,0.00006450483,0.0006096362,0.00002275689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990574,0.0002705988,0.0001639617,0.0000481084,0.000006354213,0.00008854415,0.000238763,0.000001674419,0.0001247211],"genre_scores_gemma":[0.9986707,0.000294295,0.0002917735,0.00009180971,0.00001045679,0.0002559314,0.0002410417,0.000002133685,0.0001418174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049045,"threshold_uncertainty_score":0.02447009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210582176538739,"score_gpt":0.3215131145861421,"score_spread":0.3094072928207547,"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."}}