{"id":"W4386305991","doi":"10.1093/geront/gnad120","title":"Filling In: Family Member Support for Nonrelative Residents in Long-Term Care Homes","year":2023,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Term (time); Long-term care; Family member; Gerontology; Psychology; Nursing; Business; Medicine; Family medicine","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":[0.0008102741,0.0001572336,0.0003470096,0.0001778638,0.0003697109,0.00001156066,0.0002749931,0.0002221192,0.0001141133],"category_scores_gemma":[0.0002376951,0.00011322,0.00008261224,0.0004071492,0.0001009896,0.00008225026,0.0001099211,0.0004151695,0.0002489037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003003411,"about_ca_system_score_gemma":0.0001821793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003201978,"about_ca_topic_score_gemma":0.02179476,"domain_scores_codex":[0.9980868,0.0003103242,0.0004638651,0.0002941634,0.0001677695,0.0006770896],"domain_scores_gemma":[0.998315,0.001070304,0.0001442448,0.0003325232,0.00009024107,0.00004771565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004812068,0.00003904741,0.8661905,0.0005381217,0.00002967677,0.00009868218,0.07747502,0.00007613265,0.00005553006,0.0002366847,0.0489855,0.005793888],"study_design_scores_gemma":[0.0011653,0.0000754343,0.9564787,0.0002027631,0.00001797961,8.910424e-7,0.04066973,0.00002210544,0.00001392051,0.0004947337,0.0007236255,0.0001348883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857444,0.001561695,0.00009309431,0.00162827,0.00173083,0.001395713,0.00005750892,0.0001376944,0.007650809],"genre_scores_gemma":[0.9921589,0.0002570516,0.00007116758,0.0001738951,0.000179833,0.0003512467,0.0001976391,0.00002552729,0.006584695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09028812,"threshold_uncertainty_score":0.9960549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11499634562811,"score_gpt":0.4425095404089555,"score_spread":0.3275131947808455,"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."}}