{"id":"W1507552269","doi":"10.36834/cmej.36689","title":"Resilience, stress, and coping among Canadian medical students","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Coping (psychology); Clinical psychology; Psychology; Population; Stressor; Normative; Multivariate analysis; Medicine; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006938166,0.0002384383,0.0002326192,0.001301163,0.002978368,0.0006952155,0.000385301,0.0002781826,0.003106764],"category_scores_gemma":[0.002079813,0.0001987485,0.0003475399,0.001690484,0.0006894516,0.0001655306,0.0007847307,0.0004479192,0.0001387852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01037334,"about_ca_system_score_gemma":0.01797553,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9358703,"about_ca_topic_score_gemma":0.9629123,"domain_scores_codex":[0.9994746,0.00004039528,0.00001999151,0.00004500878,0.0001741089,0.0002460003],"domain_scores_gemma":[0.9990263,0.00006118758,0.0001904077,0.00001731497,0.0002362712,0.0004684702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000057179,0.00006943141,0.9833174,0.00005040603,0.00002274651,0.00008027805,0.004065226,0.00004111197,0.0001936156,0.0001170416,0.001081362,0.01090414],"study_design_scores_gemma":[0.000002947867,0.00002530124,0.9965057,0.00003564366,0.000006145686,0.00003351173,0.002514826,0.00003715308,0.00002877966,0.0000211686,0.0007825926,0.000006166763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970028,0.0004084542,0.00002319811,0.0004876395,0.00001243919,0.00001838767,0.0003024616,0.000002604981,0.001742057],"genre_scores_gemma":[0.9989257,0.0003758721,0.00005575304,0.00006807574,0.000004719938,0.000008412627,0.0001599543,8.749095e-7,0.0004006371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06412971,"threshold_uncertainty_score":0.1290147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156511657201355,"score_gpt":0.424903305922644,"score_spread":0.4033381893506305,"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."}}