{"id":"W3163230369","doi":"10.7759/cureus.14959","title":"What Are the Personality Types Among Emergency Medicine Physicians?","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Personality; Medicine; Interpersonal communication; Emergency department; Context (archaeology); Psychological intervention; Big Five personality traits; Family medicine; Nursing; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009604837,0.0001712233,0.0002018544,0.0008305709,0.0005810208,0.0009677108,0.0002161344,0.0002240407,0.001434934],"category_scores_gemma":[0.00673017,0.0001143264,0.0002179083,0.00059795,0.0004167264,0.0004211907,0.000483091,0.0003518966,0.000179459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005303884,"about_ca_system_score_gemma":0.0004637133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00637818,"about_ca_topic_score_gemma":0.008988155,"domain_scores_codex":[0.9993468,0.0002093471,0.00006201729,0.00005919132,0.000193163,0.000129515],"domain_scores_gemma":[0.9955948,0.0009325345,0.001957244,0.0001291981,0.0004658572,0.000920436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004848163,0.00002042739,0.98754,0.00002522888,0.0000177525,0.00008083829,0.0009069791,0.00002855856,0.0001578063,0.00003984124,0.0003368734,0.01079723],"study_design_scores_gemma":[0.000002094718,0.00003271626,0.997773,0.00002756656,0.000004918235,0.0002036649,0.001459858,0.00006693078,0.00002984758,0.00007776608,0.0003183639,0.000003172866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970074,0.0005411293,0.0001487768,0.0005514921,0.00002693539,0.00001127726,0.0001090365,0.000006351652,0.001597574],"genre_scores_gemma":[0.9993599,0.0002038443,0.0001610101,0.0000680184,0.00001339948,0.000005160505,0.0000503984,9.431693e-7,0.0001373235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00637818,"threshold_uncertainty_score":0.01268208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05046613929452849,"score_gpt":0.3646401966151269,"score_spread":0.3141740573205984,"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."}}