{"id":"W3115484683","doi":"10.3390/bs11010002","title":"A Systematic Review of the Abdominal Surgeon’s Personality: Exploring Common Traits in Western Populations","year":2020,"lang":"en","type":"review","venue":"Behavioral Sciences","topic":"Medical Education and Admissions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bowel Research UK","keywords":"PsycINFO; Conscientiousness; Agreeableness; Big Five personality traits; Personality; Medicine; Extraversion and introversion; MEDLINE; Openness to experience; Population; Clinical psychology; Cochrane Library; Family medicine; Psychology; Surgery; Social psychology; Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009277805,0.0001887035,0.001895654,0.0001029775,0.0001062428,0.00001743147,0.0003827538,0.00007092813,0.000356738],"category_scores_gemma":[0.001249095,0.00009563168,0.0004579165,0.001175075,0.0002043938,0.00007041031,0.00006613685,0.0003270127,0.00001221792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008934018,"about_ca_system_score_gemma":0.001689446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001645451,"about_ca_topic_score_gemma":0.00007641755,"domain_scores_codex":[0.9973952,0.000370006,0.001064604,0.0002672679,0.0007205063,0.0001824407],"domain_scores_gemma":[0.9987739,0.0001141204,0.0004744132,0.0002188426,0.00003807196,0.0003806868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[6.35012e-7,0.0001832202,0.0007566459,0.9127932,0.000007283811,0.00001034345,0.0003545958,1.232626e-8,2.48362e-7,0.00007951306,0.0001852177,0.08562907],"study_design_scores_gemma":[0.00005746047,0.00004259981,0.0008211707,0.9327296,0.00149312,0.00007319272,0.0002460629,0.00000179503,1.510825e-7,0.000003594798,0.06442541,0.0001058466],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005757482,0.9947018,5.210283e-7,0.002668809,0.0002431596,0.001681197,0.00001634593,0.00001271299,0.00009972958],"genre_scores_gemma":[0.0005014961,0.9983358,0.0000740807,0.0004679894,0.00004517742,0.0003155587,0.00001380918,0.000009393812,0.0002367033],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08552322,"threshold_uncertainty_score":0.3906032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5071836349075889,"score_gpt":0.5064224778599286,"score_spread":0.0007611570476603324,"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."}}