{"id":"W4320921089","doi":"10.1016/j.ypmed.2023.107451","title":"Mechanisms accounting for gendered differences in mental health status among young Canadians: A novel quantitative analysis","year":2023,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Ottawa; Queen's University","funders":"Canadian Institutes of Health Research; Queen's University; Public Health Agency of Canada","keywords":"Mental health; Psychological intervention; Mediation; Medicine; Addiction; Social support; Public health; Clinical psychology; Psychiatry; Developmental psychology; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001392914,0.0001383876,0.0004370451,0.0009342118,0.000404206,0.00003214509,0.0002114927,0.0000710376,0.00008072198],"category_scores_gemma":[0.0009959216,0.0001237941,0.00007987435,0.002655515,0.0002669331,0.0001979611,0.0000573012,0.0001014303,0.000004714223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003811556,"about_ca_system_score_gemma":0.0003794628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09495202,"about_ca_topic_score_gemma":0.5640649,"domain_scores_codex":[0.9981427,0.00008641119,0.0003735828,0.000355749,0.0003721688,0.0006694271],"domain_scores_gemma":[0.999164,0.0002844658,0.0002003841,0.00009631549,0.00007270944,0.0001821248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005374572,0.0001092871,0.5751413,0.00005315767,0.000708229,0.000006966137,0.2213036,0.000005973631,0.0001873177,0.1924387,0.002664234,0.007327555],"study_design_scores_gemma":[0.001490016,0.0001654336,0.7582746,0.0001282473,0.00007734817,2.235178e-7,0.205037,0.001389384,0.00001109435,0.03155408,0.001614449,0.0002581394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429026,0.0004949244,0.03524327,0.01325199,0.0006677979,0.001878411,0.0002064309,0.0002764236,0.005078144],"genre_scores_gemma":[0.9967837,0.0002344114,0.001155679,0.0001667237,0.00003168623,0.00009960086,0.0002085358,0.000009699623,0.001309918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4691128,"threshold_uncertainty_score":0.9110748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06076274087557985,"score_gpt":0.3531112518425932,"score_spread":0.2923485109670134,"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."}}