{"id":"W4400935926","doi":"10.1097/sla.0000000000006439","title":"Surgical Cancelations and Postponements by Surgeon and Patient Sex","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; General surgery; MEDLINE; Surgery","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":[0.002730492,0.0002971723,0.0002204611,0.001359658,0.0003528143,0.0007502693,0.0007509871,0.0003773187,0.004715938],"category_scores_gemma":[0.01655439,0.0002876993,0.001085093,0.001216422,0.0004663701,0.0005031749,0.0006614711,0.0007096704,0.0003179847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087555,"about_ca_system_score_gemma":0.001839801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03570536,"about_ca_topic_score_gemma":0.0374168,"domain_scores_codex":[0.9974421,0.0005623593,0.000373928,0.0004411452,0.0007289167,0.0004515832],"domain_scores_gemma":[0.9806014,0.003439019,0.01363324,0.0005732375,0.0008504439,0.0009026294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007317631,0.000009437258,0.9987797,0.00001200939,0.00004267567,0.00001526027,0.00003082758,0.00004597697,0.00001332685,0.00002489974,0.00008783604,0.0008647604],"study_design_scores_gemma":[0.000008885399,0.00009399868,0.9985462,0.00003696668,0.00003870629,0.0001906154,0.0002293424,0.0004027212,0.00004892388,0.00003982284,0.0003582298,0.000005548951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954814,0.0008089686,0.0004715822,0.0001713887,0.00002804089,0.00005905054,0.001899126,0.000007281571,0.001073219],"genre_scores_gemma":[0.9986579,0.0001685548,0.0002640635,0.0000276047,0.00001972371,0.00001964309,0.0005480686,0.000003410018,0.0002910102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03570536,"threshold_uncertainty_score":0.07099503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505566810726614,"score_gpt":0.3541134467338248,"score_spread":0.2035567656611635,"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."}}