{"id":"W2765880672","doi":"10.1016/j.jsurg.2017.09.034","title":"Am I Cut Out for This? Transitioning From Surgical Trainee to Attending","year":2017,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; The Wilson Centre; St. Michael's Hospital; University of Toronto","funders":"American College of Surgeons","keywords":"Identity (music); Reputation; Medical education; Grounded theory; Psychology; Medicine; Qualitative research; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001548132,0.00006304207,0.0001927539,0.00007553531,0.0008343967,0.0002362408,0.000416407,0.00008345463,0.000600766],"category_scores_gemma":[0.0004026552,0.00005555581,0.0001552758,0.00004680973,0.0001300458,0.0004248182,0.00001546701,0.0001624111,0.00001820641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139311,"about_ca_system_score_gemma":0.0003591061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003026124,"about_ca_topic_score_gemma":0.00009773445,"domain_scores_codex":[0.9988563,0.0000716569,0.0002377693,0.000102081,0.0005588591,0.0001733212],"domain_scores_gemma":[0.9987956,0.0002777137,0.0002306772,0.00009997415,0.0003151655,0.0002809038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0015054,0.001357122,0.01968286,0.00006858727,0.000278656,0.0002943157,0.2285756,0.00006636747,0.0004453148,0.05372261,0.2800166,0.4139866],"study_design_scores_gemma":[0.001068349,0.0001282732,0.003278838,0.0002064181,0.00008013227,0.00001625027,0.0257896,0.000008968032,0.00006192479,0.00216539,0.9670807,0.0001152141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8640349,0.000215462,0.0008641915,0.0806954,0.006264791,0.0002233637,0.00001262763,0.00001432784,0.04767493],"genre_scores_gemma":[0.9916031,0.0001425099,0.0008134146,0.0003132925,0.004200461,0.000003095257,0.000006832467,0.000004946359,0.002912401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6870641,"threshold_uncertainty_score":0.6577967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05927250781170632,"score_gpt":0.3819944184699137,"score_spread":0.3227219106582073,"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."}}