{"id":"W3198741798","doi":"10.1016/j.addbeh.2021.107115","title":"Prospective effects of loneliness on frequency of alcohol and marijuana use","year":2021,"lang":"en","type":"article","venue":"Addictive Behaviors","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute on Drug Abuse; New York State Psychiatric Institute","keywords":"Loneliness; Psychology; Marijuana smoking; Alcohol; Prospective cohort study; Suicide prevention; Injury prevention; Poison control; Medicine; Clinical psychology; Medical emergency; Psychiatry; Substance use; Internal medicine; Polysubstance dependence","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":[0.001223393,0.0004639492,0.0004525436,0.0007301933,0.001008405,0.001034926,0.000569197,0.0009355735,0.003501646],"category_scores_gemma":[0.003764512,0.0006615887,0.001533859,0.0009050054,0.0004929796,0.001096301,0.001426609,0.00171583,0.0003619375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003694867,"about_ca_system_score_gemma":0.0006473915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02714405,"about_ca_topic_score_gemma":0.03829455,"domain_scores_codex":[0.999168,0.0003117117,0.00008038813,0.000141198,0.00007880622,0.000219856],"domain_scores_gemma":[0.9959399,0.0006547519,0.00152804,0.0003648263,0.0004021643,0.001110415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001438169,0.0001384134,0.9987342,0.000008067575,0.0001464597,0.00002198506,0.00008580484,0.00003723095,0.00004353951,0.00002964276,0.00006596879,0.0005448071],"study_design_scores_gemma":[0.00000243361,0.00006051527,0.9994578,0.000004122666,0.00003640762,0.00002186088,0.0002229036,0.0001005089,0.00001340696,0.00001900899,0.00005731034,0.000003717999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981465,0.0003318962,0.00005900447,0.00008300492,0.00001928643,0.000008511871,0.0005427576,0.000003606199,0.0008054095],"genre_scores_gemma":[0.9991803,0.0001103231,0.0000526551,0.00002080585,0.0000175411,0.000009197047,0.0002706726,0.000001882846,0.0003367544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02714405,"threshold_uncertainty_score":0.05397213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523541785282036,"score_gpt":0.3403221204179105,"score_spread":0.3150867025650902,"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."}}