{"id":"W4403334980","doi":"10.1097/as9.0000000000000504","title":"The Patients are Thriving: Further Evidence of Improved Outcomes for Women Surgeons","year":2024,"lang":"en","type":"letter","venue":"Annals of Surgery Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Perioperative; Thriving; Health care; Metric (unit); General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006345332,0.0001903671,0.0007854584,0.000121162,0.0003126822,0.0002313452,0.001843326,0.0003038591,0.0001819433],"category_scores_gemma":[0.00316529,0.0001313949,0.0004051224,0.0002700369,0.0005579662,0.0003300363,0.0005059435,0.000358873,0.00001316358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003716806,"about_ca_system_score_gemma":0.0004522573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002553403,"about_ca_topic_score_gemma":0.0005754241,"domain_scores_codex":[0.997366,0.0002774666,0.0004976471,0.0003069839,0.0009852672,0.0005666916],"domain_scores_gemma":[0.9919333,0.006192889,0.0006019156,0.0004186512,0.0007737463,0.0000795278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004129818,0.00002514484,0.07031878,0.000301323,0.0002191984,0.000005930685,0.003834656,6.478253e-8,3.784169e-7,0.00003982509,0.9213621,0.003851288],"study_design_scores_gemma":[0.00007032317,0.00005004063,0.01066755,0.001075051,0.00004518856,4.23801e-8,0.007893357,3.762014e-7,0.0000126735,0.001616451,0.9783924,0.0001765255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02745173,0.001008116,0.000001124103,0.9642981,0.002437223,0.001118915,0.0003047446,0.00002164181,0.003358359],"genre_scores_gemma":[0.331429,0.005840011,0.00001571365,0.5708268,0.001288867,0.0003781493,0.0001079046,0.00009027385,0.09002327],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3934713,"threshold_uncertainty_score":0.535813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2432704487049144,"score_gpt":0.3945334738349939,"score_spread":0.1512630251300795,"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."}}