{"id":"W4389628793","doi":"10.36834/cmej.77147","title":"Resident Support Network: a supportive approach to resident physician wellness","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"","keywords":"Burnout; Residency training; Medicine; Medical education; Family medicine; Continuing education; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004746909,0.000281718,0.0002185219,0.001079289,0.003958025,0.002821433,0.001538274,0.001000541,0.01102112],"category_scores_gemma":[0.009208278,0.0001878119,0.0003692413,0.0006199214,0.0007982008,0.001883736,0.005484347,0.002325831,0.001652625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002717884,"about_ca_system_score_gemma":0.01692865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004318693,"about_ca_topic_score_gemma":0.02163826,"domain_scores_codex":[0.9967986,0.001724275,0.0001334585,0.0001992628,0.0007666857,0.0003776915],"domain_scores_gemma":[0.9911584,0.0009637541,0.0005161672,0.00023329,0.001360337,0.005768023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001716648,0.001685251,0.01128946,0.0007909673,0.00008894283,0.001069553,0.01239138,0.0005205214,0.001811145,0.01311859,0.2155822,0.7414804],"study_design_scores_gemma":[0.0002916469,0.001781509,0.03211306,0.001833857,0.0001231121,0.003536595,0.01692521,0.001804413,0.001411532,0.01462643,0.9254253,0.0001273834],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1687319,0.008069062,0.07077731,0.2887938,0.007033268,0.004438824,0.0004435873,0.002443218,0.4492691],"genre_scores_gemma":[0.7274154,0.01008882,0.1195645,0.02551484,0.003902732,0.003008927,0.0003930146,0.0003403182,0.1097715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01102112,"threshold_uncertainty_score":0.03686929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04961766675468955,"score_gpt":0.4285247042670488,"score_spread":0.3789070375123592,"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."}}