{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06902649,0.002873119,0.001841352,0.002059126,0.001782067,0.001437234,0.003294393,0.002232542,0.004829616],"category_scores_gemma":[0.08619478,0.001487674,0.003490833,0.001536202,0.001851908,0.003775548,0.003175998,0.002697889,0.001113071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001412123,"about_ca_system_score_gemma":0.002824991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004573565,"about_ca_topic_score_gemma":0.007232158,"domain_scores_codex":[0.9499047,0.03547925,0.005115015,0.003509429,0.004665436,0.001326203],"domain_scores_gemma":[0.8343917,0.1271116,0.004993753,0.008186932,0.02265982,0.002656245],"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":[0.0501077,0.1365687,0.3156137,0.007890652,0.002289654,0.0009484195,0.04916172,0.006325846,0.01237338,0.002168483,0.005905445,0.4106463],"study_design_scores_gemma":[0.02694281,0.3870317,0.4839998,0.002275595,0.002854997,0.001269625,0.0220289,0.0239816,0.02291938,0.006167161,0.01958629,0.0009422339],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060546,0.0006686103,0.02760415,0.0005737353,0.0006084322,0.05911357,0.0007076302,0.0002825239,0.004386828],"genre_scores_gemma":[0.682117,0.00146694,0.1444337,0.00120674,0.0004312902,0.1653496,0.001546342,0.0001530726,0.00329526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06902649,"threshold_uncertainty_score":0.3650513,"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."}}