{"id":"W4310639073","doi":"10.1177/23337214221138442","title":"The Influence of Psychosocial Factors on Hospital Length of Stay Among Aging Canadians","year":2022,"lang":"en","type":"article","venue":"Gerontology and Geriatric Medicine","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada; Queen's University; McGill University","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Psychosocial; Social support; Gerontology; Medicine; Cohort; Demography; Multivariate analysis; Psychology; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008739996,0.00006910178,0.0002357742,0.00006095793,0.0009715555,0.000002845974,0.0001815338,0.00005344331,0.0001563715],"category_scores_gemma":[0.0004590539,0.00004847677,0.00002722559,0.0001767986,0.0007099085,0.00003591922,0.00002651117,0.0001679031,1.803331e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006336789,"about_ca_system_score_gemma":0.000207764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1921042,"about_ca_topic_score_gemma":0.05039698,"domain_scores_codex":[0.9987718,0.000264381,0.0002718665,0.0001229036,0.0002572691,0.0003117129],"domain_scores_gemma":[0.998787,0.000755379,0.0001949547,0.0001035864,0.0000399118,0.0001192066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000374324,0.00002846695,0.8841606,0.00003840898,0.00004061774,0.00000483413,0.08116587,0.00002079034,0.000001414823,0.02058076,0.009195548,0.004725191],"study_design_scores_gemma":[0.0002948048,0.0002138739,0.9417933,0.00000831277,0.00001729711,2.857007e-7,0.03592407,0.000001113134,8.080506e-7,0.0004962946,0.02119807,0.00005175276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747983,0.000985736,0.000002624461,0.02055058,0.0008493211,0.0001703056,0.00001285294,0.000007663949,0.002622684],"genre_scores_gemma":[0.9983865,0.0005211218,0.000003248725,0.0005484273,0.0001637404,0.00001105799,0.000001896056,0.000003334134,0.0003606808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1417073,"threshold_uncertainty_score":0.9669308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632224371333228,"score_gpt":0.3133349891859545,"score_spread":0.2970127454726222,"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."}}