{"id":"W4404293006","doi":"10.36834/cmej.80058","title":"The roots of resilience","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004135721,0.000552756,0.0005477928,0.002222804,0.009141259,0.008678513,0.001105077,0.002422697,0.008796279],"category_scores_gemma":[0.007001292,0.0003440557,0.0002822719,0.001451327,0.0629741,0.007374473,0.00538585,0.004508127,0.0004913313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008122557,"about_ca_system_score_gemma":0.0169532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06463805,"about_ca_topic_score_gemma":0.09818734,"domain_scores_codex":[0.9979711,0.0008387381,0.00004148213,0.0002314879,0.0003383062,0.0005787416],"domain_scores_gemma":[0.9955408,0.0020457,0.0002697688,0.0003721714,0.0006232557,0.001148216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002993955,0.00002853873,0.002073783,0.00006921588,0.00001467502,0.0002038821,0.03016811,0.0001773336,0.000149327,0.9391052,0.01006064,0.01791935],"study_design_scores_gemma":[0.00002028662,0.00002029348,0.006700464,0.0004709377,0.00001699734,0.0001914121,0.04701741,0.0002374914,0.0001310372,0.7920231,0.1531256,0.00004499377],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1004016,0.04077735,0.00702812,0.3873854,0.002994248,0.00006314775,0.0001792189,0.00008628023,0.4610847],"genre_scores_gemma":[0.9745108,0.007078721,0.001105221,0.005767618,0.0004774269,0.00004233249,0.00002881335,0.00002860341,0.01096035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06463805,"threshold_uncertainty_score":0.1285236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03196452407186091,"score_gpt":0.4556511048158673,"score_spread":0.4236865807440064,"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."}}