{"id":"W1985562152","doi":"10.1503/cjs.022512","title":"Emotional intelligence in orthopedic surgery residents","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Orthopedic surgery; Medicine; Emotional intelligence; Test (biology); Cohort; Competence (human resources); Physical therapy; Family medicine; Psychology; Surgery; Internal medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0024779,0.0001291391,0.000342836,0.001280292,0.00008016784,0.00003406773,0.0002066239,0.0001213061,0.004948729],"category_scores_gemma":[0.0006982349,0.0001267041,0.0002138348,0.0004938546,0.0001257632,0.0002683527,0.000006261321,0.0003803947,0.0003913434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106588,"about_ca_system_score_gemma":0.001175659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006503494,"about_ca_topic_score_gemma":0.01193393,"domain_scores_codex":[0.9980884,0.0002011843,0.0008551545,0.0001547796,0.000246693,0.0004538211],"domain_scores_gemma":[0.9975086,0.001293944,0.0002922173,0.0001796366,0.0002192389,0.0005063213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002472595,0.00002359068,0.9096805,0.00001465277,0.0000233706,0.0003694804,0.0003062985,0.0001319574,0.000001857462,0.002358637,0.03909973,0.04796522],"study_design_scores_gemma":[0.00003749868,0.00002175006,0.9707005,0.000350566,0.000006103642,0.0004763521,0.0001878101,0.00004197008,0.0000331368,0.002303971,0.02567276,0.000167606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851369,0.001224614,0.001215618,0.001157772,0.004800037,0.00004173765,0.000008794369,0.000005473951,0.006409086],"genre_scores_gemma":[0.9972347,0.0001500796,0.00004496839,0.0009685618,0.0006854269,0.000002015298,0.00000723671,0.00001612972,0.0008908699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06101999,"threshold_uncertainty_score":0.9959609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08340980562907734,"score_gpt":0.3155273397173553,"score_spread":0.232117534088278,"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."}}