{"id":"W4400958536","doi":"10.1097/sla.0000000000006450","title":"Surgeon Gender and Early Complications in Elective Surgery","year":2024,"lang":"en","type":"review","venue":"Annals of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Elective surgery; Surgery; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0118767,0.001474383,0.005267742,0.004061507,0.0002923314,0.002035271,0.00119905,0.001380756,0.001899635],"category_scores_gemma":[0.0332836,0.0007149449,0.01432639,0.003692437,0.0006335935,0.00101658,0.0009067251,0.0009640332,0.0001540581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095618,"about_ca_system_score_gemma":0.002051796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002979241,"about_ca_topic_score_gemma":0.005671852,"domain_scores_codex":[0.9912315,0.004109368,0.002214664,0.0008856099,0.001353002,0.0002059422],"domain_scores_gemma":[0.9716471,0.01865666,0.008092221,0.0003564683,0.0009969515,0.0002507202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.006620221,0.0000950668,0.07268681,0.5202956,0.3236565,0.0002728105,0.0003008051,0.0007819728,0.000528652,0.00044967,0.001258779,0.07305305],"study_design_scores_gemma":[0.002167191,0.002193099,0.1194656,0.175066,0.6885658,0.001064652,0.0003841795,0.0005665183,0.0005313721,0.001411345,0.008462119,0.0001221214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007170784,0.9917777,0.0001773146,0.0001793982,0.0001812296,0.00004415279,0.0002135746,0.000003541733,0.0002524796],"genre_scores_gemma":[0.2967921,0.6990738,0.001344893,0.0009534018,0.0008378909,0.0002418038,0.0004748456,0.00001333574,0.0002679918],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0118767,"threshold_uncertainty_score":0.06281078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6353122593878188,"score_gpt":0.4525603669710446,"score_spread":0.1827518924167742,"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."}}