{"id":"W4407011539","doi":"10.1002/9781394182176.ch4","title":"Communities and Frail Elders","year":2025,"lang":"en","type":"other","venue":"","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Gerontology; Psychology; Medicine","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":[0.0008274399,0.0002283303,0.000187299,0.0009782237,0.007903997,0.002479479,0.0003691426,0.0008760894,0.007211952],"category_scores_gemma":[0.001650553,0.000110247,0.0001870402,0.0007744646,0.004697351,0.002457474,0.006497645,0.00102168,0.0003678869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178048,"about_ca_system_score_gemma":0.002571985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02290243,"about_ca_topic_score_gemma":0.06016991,"domain_scores_codex":[0.9993889,0.0003233033,0.00001691628,0.00003993358,0.00008263721,0.000148181],"domain_scores_gemma":[0.9993986,0.0001079623,0.00009709678,0.00001769033,0.00006254039,0.0003160533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006268197,0.0002172592,0.04954266,0.0003696228,0.00004645689,0.00340355,0.6148438,0.0002444171,0.0004310666,0.1157124,0.05287201,0.1622542],"study_design_scores_gemma":[0.00001585942,0.0001275466,0.05697672,0.0009529377,0.00002476753,0.00282773,0.5679361,0.0001474162,0.0000881721,0.03645658,0.334415,0.00003127501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6508725,0.02435958,0.0008534336,0.03976351,0.0007804292,0.00004965976,0.0001335875,0.00004053177,0.2831467],"genre_scores_gemma":[0.9711572,0.009607425,0.0003518749,0.003013716,0.000140571,0.00002804389,0.00004104521,0.00001005012,0.01565017],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02290243,"threshold_uncertainty_score":0.04553825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245909075808484,"score_gpt":0.2818526893348706,"score_spread":0.2693935985767857,"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."}}