{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001397286,0.0004233368,0.0005003156,0.001164481,0.0007813795,0.00118538,0.0008424894,0.000767072,0.001927215],"category_scores_gemma":[0.004768818,0.0002603544,0.0005057395,0.001117962,0.0003499917,0.0004593096,0.0009620975,0.001421586,0.0001832226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002332947,"about_ca_system_score_gemma":0.008447768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1752145,"about_ca_topic_score_gemma":0.2485137,"domain_scores_codex":[0.9994206,0.00009406521,0.00002816646,0.00005499065,0.0001060861,0.0002961586],"domain_scores_gemma":[0.9972684,0.0003125934,0.0006692345,0.0000414206,0.0003506397,0.001357829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004295446,0.0001732636,0.9907726,0.00004985961,0.0000179737,0.00002394162,0.0001042679,0.00006836221,0.00005522741,0.00002454997,0.0003135098,0.00835357],"study_design_scores_gemma":[0.000004840018,0.00006262067,0.9989327,0.00006650137,0.00002220948,0.00001656792,0.0004105207,0.0002764625,0.00004392229,0.0000333166,0.0001263322,0.000004093178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941447,0.002408226,0.0002109843,0.001946309,0.00002632654,0.00006703049,0.0003749078,0.00001864383,0.0008027632],"genre_scores_gemma":[0.998604,0.0007481797,0.0002143957,0.00006017997,0.0000141676,0.000018613,0.000188247,0.000001373991,0.0001509336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1752145,"threshold_uncertainty_score":0.3483893,"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."}}