{"id":"W2995363533","doi":"10.1503/cjs.010818","title":"Mental toughness in surgeons: Is there room for improvement?","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of British Columbia; Interior Health","funders":"","keywords":"Medicine; Mental toughness; Surgery; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002201613,0.0001651372,0.000578691,0.0005306643,0.0003535305,0.00001572629,0.0001976505,0.0002462599,0.003147799],"category_scores_gemma":[0.0002650475,0.0001353262,0.0002262738,0.000230924,0.00002548322,0.0002420792,0.00002053371,0.0006730417,0.0000639637],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005101403,"about_ca_system_score_gemma":0.008041751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01904894,"about_ca_topic_score_gemma":0.05114099,"domain_scores_codex":[0.9972764,0.0002430969,0.001163282,0.0001839378,0.0002362697,0.0008969774],"domain_scores_gemma":[0.9968234,0.001282627,0.0005611933,0.00020683,0.0003794351,0.0007465652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007380491,0.00002057217,0.923558,0.000360672,0.00002956856,0.00005231518,0.001359204,9.079494e-7,0.00007465875,0.0001183268,0.05406683,0.02028512],"study_design_scores_gemma":[0.001992874,0.0001503942,0.5038078,0.01050176,0.00002060839,0.00001817332,0.01457119,0.00006311842,0.0002072372,0.001540255,0.4666447,0.0004818713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776842,0.003618003,0.00001084132,0.01073054,0.006309327,0.0007164761,0.0002300412,0.00000548008,0.0006951057],"genre_scores_gemma":[0.9926525,0.0003414493,0.00004657165,0.003775692,0.0003821663,0.00004313573,0.00001925664,0.00003504843,0.002704164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4197502,"threshold_uncertainty_score":0.9977635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07392916269018436,"score_gpt":0.3777187439381776,"score_spread":0.3037895812479933,"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."}}