{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006136856,0.00007291025,0.0001584438,0.00001443078,0.002504995,0.00091558,0.0002608527,0.00008067209,0.0003096254],"category_scores_gemma":[0.0003421792,0.0000647017,0.00003694741,0.0004558286,0.0005720447,0.001119947,0.00007563624,0.00009496517,0.0000167039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000275349,"about_ca_system_score_gemma":0.0002745272,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03034692,"about_ca_topic_score_gemma":0.03166637,"domain_scores_codex":[0.9985911,0.0001344807,0.0001531005,0.0002629442,0.0004620192,0.0003964193],"domain_scores_gemma":[0.9994104,0.000253266,0.00006711543,0.0000303926,0.00004064255,0.0001981978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005933054,0.00001015453,0.7425116,0.00003572088,0.000005710894,0.000001718609,0.2026152,0.000002324739,0.00000555781,0.01848293,0.002909976,0.03341318],"study_design_scores_gemma":[0.0002367552,0.0000354884,0.2721734,0.00007188204,0.00001380143,1.24443e-7,0.6389041,0.0002457408,0.000006252138,0.005748957,0.08231338,0.0002500831],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.858614,0.003576355,0.00002279111,0.1318596,0.0006495419,0.0001271219,0.000009273169,0.0000819163,0.005059359],"genre_scores_gemma":[0.9914294,0.001857187,0.0001315032,0.004942306,0.001577796,0.0000050324,9.530346e-7,0.000003932217,0.00005185698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4703381,"threshold_uncertainty_score":0.9987936,"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."}}