{"id":"W2412345761","doi":"10.1080/01634372.2016.1197354","title":"Assessing Social Isolation: Pilot Testing Different Methods","year":2016,"lang":"en","type":"article","venue":"Journal of Gerontological Social Work","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AARP Foundation; University of Lethbridge; World Health Organization","keywords":"Social isolation; Isolation (microbiology); Scale (ratio); Psychology; Test (biology); Gerontology; Medicine; Family medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002645565,0.0001398813,0.0005141735,0.00004455382,0.00230973,0.0002054063,0.0002957715,0.0002203168,0.0006578896],"category_scores_gemma":[0.003089792,0.00008088522,0.0002217845,0.0003557539,0.0003339538,0.000434609,0.00005081833,0.0003113076,0.00000800118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004678509,"about_ca_system_score_gemma":0.0002187236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009752595,"about_ca_topic_score_gemma":0.00008848531,"domain_scores_codex":[0.9966326,0.001417792,0.0006811479,0.0001415551,0.0005350778,0.0005918005],"domain_scores_gemma":[0.9961503,0.002634338,0.0006620199,0.0000445995,0.0002804961,0.0002282482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001816778,0.0002580787,0.2213203,0.00002450539,0.00006576046,0.00002908988,0.00521093,3.25686e-7,0.0002120042,0.04230755,0.005660148,0.7247296],"study_design_scores_gemma":[0.0005590951,0.0001442279,0.9610306,0.00009079756,0.00003623456,0.00000319001,0.002841327,0.000001065726,0.000008977846,0.01108906,0.0240141,0.0001813537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7616732,0.0006039312,0.06161776,0.1471975,0.002757106,0.000225731,0.000002010083,0.0001026086,0.02582011],"genre_scores_gemma":[0.9789527,0.00002555281,0.01560409,0.0009530064,0.003991191,0.000003045768,1.100711e-7,0.000009127166,0.0004611575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7397102,"threshold_uncertainty_score":0.9989891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2968375993878713,"score_gpt":0.4895089502574188,"score_spread":0.1926713508695475,"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."}}