{"id":"W3022448439","doi":"10.1192/bjo.2020.24","title":"Predictors of mental health and academic outcomes in first-year university students: Identifying prevention and early-intervention targets","year":2020,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":216,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Public Health Ontario; University of Toronto; Queen's University","funders":"Canadian Institutes of Health Research; University of Oxford","keywords":"Intervention (counseling); Mental health; Psychology; Psychiatry; Clinical psychology; Medicine; Medical education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009725711,0.0001220786,0.0003964739,0.00009555386,0.0004137587,0.00001412296,0.0003281336,0.0001568257,0.0001015768],"category_scores_gemma":[0.0000892534,0.0001134406,0.00004224219,0.0001541952,0.00003949624,0.0004146872,0.0006666203,0.0005234873,0.000009188207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094077,"about_ca_system_score_gemma":0.0001375505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002012039,"about_ca_topic_score_gemma":0.00108128,"domain_scores_codex":[0.9978058,0.0006761011,0.0006225513,0.0003304627,0.0002718519,0.0002931821],"domain_scores_gemma":[0.9990656,0.00009774621,0.0003944611,0.0001124846,0.00004555874,0.0002841614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00025938,0.00008887897,0.9851446,0.0006957908,0.00003170603,0.000001307738,0.009456118,1.31449e-7,0.00001132608,0.0002053239,0.001202033,0.002903417],"study_design_scores_gemma":[0.003556129,0.0002959423,0.969684,0.0037126,0.000008080848,2.500558e-7,0.01903174,0.0000163908,0.00000497929,0.0001731037,0.003417766,0.00009903732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844801,0.001205695,0.00007118466,0.0108995,0.0003600287,0.002742124,0.00006390713,0.00002225865,0.0001552477],"genre_scores_gemma":[0.9960482,0.002317743,0.0003195584,0.0003402035,0.00004699631,0.00002737118,0.00002883412,0.00001427451,0.0008567962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0154606,"threshold_uncertainty_score":0.4625975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116244510419711,"score_gpt":0.4826390397710242,"score_spread":0.3710145887290531,"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."}}