{"id":"W2296844915","doi":"10.11575/prism/28116","title":"The Effects of School Work Pressure on Depression and Substance Use: A Cross-National Study of School-Aged Children in Canada and Finland","year":2015,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Youth Substance Use and School Attendance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Work (physics); Substance use; Psychology; Medicine; Psychiatry; Engineering; Economics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004203339,0.0001428465,0.0003294381,0.00009735439,0.0003304872,0.00002652462,0.0003080728,0.000156171,0.000009916525],"category_scores_gemma":[0.0004074073,0.0001368571,0.00003029165,0.0002524329,0.0001415803,0.0002469093,0.00003226769,0.0003595196,3.856477e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313313,"about_ca_system_score_gemma":0.001018648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6965378,"about_ca_topic_score_gemma":0.9191214,"domain_scores_codex":[0.9983346,0.0002504851,0.0001936351,0.0002817136,0.0007611322,0.0001784507],"domain_scores_gemma":[0.9986374,0.000411541,0.0003922943,0.000167651,0.000248338,0.0001428174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005413584,0.00005894664,0.9847377,0.00007997506,0.00007027966,0.000006374088,0.01125541,0.000004769142,0.00001255088,0.00002544456,0.001014009,0.00219319],"study_design_scores_gemma":[0.001273061,0.00005590743,0.995648,0.0004554657,0.00005661149,8.866517e-8,0.002088087,0.00001752485,0.00001097007,0.0001682001,0.0001030357,0.00012309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949003,0.003526643,0.000006432702,0.00002095039,0.00011095,0.0006579008,0.0000045886,0.000004776079,0.0007674595],"genre_scores_gemma":[0.9970081,0.000696816,0.0001094312,0.000008175567,0.0000112857,0.000001721404,0.00001620953,0.000007863441,0.002140434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2225837,"threshold_uncertainty_score":0.5580871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169231244098962,"score_gpt":0.2469442246529202,"score_spread":0.2352519122119306,"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."}}