{"id":"W2159255902","doi":"10.1177/0898264308329022","title":"Making Meaningful Connections","year":2008,"lang":"en","type":"article","venue":"Journal of Aging and Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Sample (material); Scale (ratio); Marital status; Residence; Psychology; Social isolation; Gerontology; Social support; Health care; Population; Medicine; Environmental health; Demography; Sociology; Social psychology; Geography; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001257514,0.00003368479,0.0001443657,0.00006906495,0.001213883,0.00002239263,0.00004819612,0.00002221189,0.00002932874],"category_scores_gemma":[0.00008899727,0.00002888096,0.00003376145,0.00008364075,0.00006269986,0.0001147261,0.000006867714,0.000154586,0.000001294333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001036782,"about_ca_system_score_gemma":0.0006850236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002858869,"about_ca_topic_score_gemma":0.001411709,"domain_scores_codex":[0.9992268,0.00008651223,0.0002417453,0.00004169601,0.0001723106,0.0002309356],"domain_scores_gemma":[0.9994155,0.00009605529,0.0001966844,0.00002854017,0.00006737348,0.0001958543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008059525,0.00004522303,0.7732982,0.0001703883,0.00002884965,0.00005630424,0.09451319,0.00001811198,4.351017e-7,0.08229644,0.03667295,0.01289182],"study_design_scores_gemma":[0.0004231288,0.0001324745,0.5643965,0.0004370809,0.000008925803,0.0003289284,0.02212273,0.00001875897,0.000001273954,0.001586583,0.4104423,0.000101361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6867294,0.007751386,0.0008840107,0.2905329,0.00149981,0.0001000336,0.000001404938,0.00003670652,0.01246431],"genre_scores_gemma":[0.9862985,0.005541543,0.0008238886,0.006485959,0.0005439117,1.939915e-7,5.124387e-8,0.000003174085,0.0003027573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3737693,"threshold_uncertainty_score":0.933633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1801487506780723,"score_gpt":0.4480604905753667,"score_spread":0.2679117398972943,"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."}}