{"id":"W2892430970","doi":"10.1016/j.jsurg.2018.06.024","title":"Going Beyond the Numerical Scoresheet: Identifying Maladaptive Narcissistic Traits in Residency Applicants","year":2018,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Narcissism; Psychology; Big Five personality traits; Clinical psychology; Personality; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.003191884,0.0006774269,0.0005149063,0.001147288,0.0009757506,0.001998803,0.0009064802,0.001402583,0.003187587],"category_scores_gemma":[0.01515294,0.0002637453,0.0005882008,0.000923276,0.001074714,0.001478789,0.001924147,0.001960082,0.0007474134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831678,"about_ca_system_score_gemma":0.0009612482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00173287,"about_ca_topic_score_gemma":0.005830431,"domain_scores_codex":[0.9983134,0.0007995922,0.0001206518,0.0001599129,0.0003999202,0.0002065192],"domain_scores_gemma":[0.9947039,0.001817193,0.001556261,0.0003261399,0.0007564244,0.0008400537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001100972,0.0001878968,0.9821115,0.0000372557,0.00006047416,0.00008960476,0.0006166212,0.0001091081,0.000898611,0.0002655618,0.0004190337,0.01509426],"study_design_scores_gemma":[0.0000139044,0.0005326875,0.9918955,0.0001073001,0.00005392502,0.0003917642,0.003215492,0.001395561,0.0006079462,0.0009831908,0.0007801221,0.00002257735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980555,0.000125787,0.0003663747,0.0003542471,0.00003344004,0.00002127018,0.00005939733,0.00000438981,0.0009796149],"genre_scores_gemma":[0.998341,0.00009975147,0.0008461411,0.0001400194,0.00002316425,0.00002395762,0.0000841093,0.000004640712,0.0004372164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003191884,"threshold_uncertainty_score":0.01688051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03466055674143027,"score_gpt":0.3473222570026048,"score_spread":0.3126617002611746,"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."}}