{"id":"W2803654236","doi":"10.1097/acm.0000000000002292","title":"Shifting and Sharing: Academic Physicians’ Strategies for Navigating Underperformance and Failure","year":2018,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; The Wilson Centre; University of Ottawa; Medical Council of Canada","funders":"","keywords":"Psychology; Academic medicine; MEDLINE; Medical education; Medicine; Family medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0149364,0.0008199176,0.0005033714,0.001483527,0.01015226,0.006197227,0.002524766,0.003209911,0.003835123],"category_scores_gemma":[0.0488862,0.0004268943,0.0007332444,0.0008003082,0.01299937,0.005989887,0.01199619,0.004037056,0.0007180161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002882977,"about_ca_system_score_gemma":0.009177827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088718,"about_ca_topic_score_gemma":0.003826943,"domain_scores_codex":[0.9831346,0.01147069,0.00046241,0.0009803541,0.00220979,0.001742074],"domain_scores_gemma":[0.9725481,0.01131284,0.005257653,0.002224922,0.002284882,0.006371602],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001915039,0.0002377706,0.02833244,0.000546663,0.00007083623,0.002176985,0.8226103,0.0005075685,0.003796285,0.01175512,0.01250184,0.1172726],"study_design_scores_gemma":[0.00004920626,0.0004456173,0.01565988,0.000804073,0.00007015585,0.003229949,0.8790675,0.001263758,0.001698338,0.02020822,0.07737125,0.0001319445],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9075201,0.002837078,0.02142661,0.03840063,0.0006007474,0.0002038445,0.00004745304,0.0002877153,0.02867594],"genre_scores_gemma":[0.9884028,0.0006037402,0.006238845,0.00229489,0.0001047132,0.00005566237,0.00002249954,0.00002854461,0.002248381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9850636,"threshold_uncertainty_score":0.07899219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0537097805176973,"score_gpt":0.4002192514744242,"score_spread":0.3465094709567269,"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."}}