{"id":"W2943816996","doi":"10.1097/acm.0000000000002778","title":"Association of Pediatric Resident Physician Depression and Burnout With Harmful Medical Errors on Inpatient Services","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Burnout; Medicine; Depression (economics); Family medicine; Mental health; Psychiatry; Incidence (geometry); Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001996863,0.0002323103,0.0006108886,0.0002166872,0.0002604041,0.000001353704,0.0002666301,0.0007291587,0.0008042322],"category_scores_gemma":[0.0004853354,0.0001384871,0.00002656627,0.0003104618,0.00005502582,0.0001236316,0.0001686729,0.002140722,0.0001021503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664044,"about_ca_system_score_gemma":0.0003719769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008368621,"about_ca_topic_score_gemma":0.0001085437,"domain_scores_codex":[0.9955784,0.0006507527,0.0009772227,0.0004330416,0.00181794,0.0005426342],"domain_scores_gemma":[0.9964005,0.001542796,0.001071681,0.0002923037,0.0002983653,0.0003943236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00024256,0.00001994132,0.9796647,0.001420206,0.00003192095,0.000003914705,0.008768685,0.000002295863,0.0001622407,0.0002415243,0.005597644,0.003844391],"study_design_scores_gemma":[0.007550835,0.001365064,0.9249655,0.03211644,0.0002284747,0.000002557348,0.02337273,0.0005668183,0.000215962,0.001002988,0.008177695,0.0004349357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753841,0.002405643,0.00001404473,0.01763606,0.0009168077,0.0009146675,0.00001210747,0.00005125862,0.002665388],"genre_scores_gemma":[0.9838315,0.004288237,0.00001601124,0.007823016,0.001487951,0.0000654488,0.00004172457,0.00002975069,0.002416332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05469918,"threshold_uncertainty_score":0.9300489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561693128346141,"score_gpt":0.3933713256867779,"score_spread":0.3677543944033165,"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."}}