{"id":"W3017349071","doi":"10.3390/socsci9040051","title":"Predicting Loneliness from Where and What People Do","year":2020,"lang":"en","type":"article","venue":"Social Sciences","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institutes of Health; Foundation for the National Institutes of Health","keywords":"Loneliness; Psychology; Feeling; UCLA Loneliness Scale; Amusement; Mental health; Scale (ratio); Gerontology; Clinical psychology; Social psychology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006529431,0.0001584403,0.0002298786,0.0005620581,0.0003140596,0.0006157238,0.0001432,0.0002957503,0.002079111],"category_scores_gemma":[0.004433208,0.0001026273,0.0003239762,0.000296055,0.0002067296,0.0007415882,0.0006992662,0.0002835228,0.000254037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001388072,"about_ca_system_score_gemma":0.0001617075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019962,"about_ca_topic_score_gemma":0.006617634,"domain_scores_codex":[0.9996663,0.0001408398,0.00005073899,0.00004269523,0.00005463496,0.00004480601],"domain_scores_gemma":[0.9984803,0.0003820164,0.0006124777,0.00005542379,0.000183875,0.0002858461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004511602,0.00004487473,0.993935,0.00003341444,0.00004284149,0.00002432594,0.0005529156,0.00005378187,0.0001146268,0.00004561467,0.0002244539,0.004883085],"study_design_scores_gemma":[0.000002723006,0.00006589563,0.9978862,0.00001794525,0.00001546806,0.00007661032,0.001182421,0.0003052384,0.00005527203,0.0000941492,0.0002928294,0.000005047474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998759,0.0001425921,0.0001019224,0.00006642687,0.000005721603,0.000008233917,0.0001824421,0.000001870312,0.0007318457],"genre_scores_gemma":[0.9993443,0.000116521,0.0001202449,0.00001720151,0.000005099764,0.00001161924,0.0001973363,6.951215e-7,0.0001869071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002079111,"threshold_uncertainty_score":0.006955266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0556957344561696,"score_gpt":0.3647803350768503,"score_spread":0.3090846006206807,"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."}}