{"id":"W2409986767","doi":"10.1097/01.anes.0000365142.34671.3c","title":"THE AMERICAN BOARD OF ANESTHESIOLOGY","year":2009,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Licensure; Subspecialty; Anesthesiology; Certificate; Medical education; Competence (human resources); United States Medical Licensing Examination; Residency training; Oral examination; Continuing education; Family medicine; Medical school; Anesthesia; Management","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":[0.0003828362,0.0001965515,0.001145013,0.00008736076,0.0001106844,0.0000063429,0.0002026777,0.0001212588,0.00002621753],"category_scores_gemma":[0.0003035151,0.0001131551,0.0004538496,0.0002553684,0.0007550011,0.00002276003,0.00001493541,0.0001896328,0.00007123801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001934121,"about_ca_system_score_gemma":0.00007636596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000602022,"about_ca_topic_score_gemma":0.000004153555,"domain_scores_codex":[0.9983842,0.0002909589,0.0004246486,0.0002807668,0.000177134,0.0004422665],"domain_scores_gemma":[0.9975283,0.001468261,0.0002137098,0.0005575382,0.00009324394,0.0001390183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00181165,0.0001622332,0.8602952,0.00001293388,0.00009017993,0.0008132739,0.0001341893,0.000003848153,0.002717144,0.03231208,0.001348122,0.1002991],"study_design_scores_gemma":[0.0003802545,0.002126026,0.8105946,0.000008005165,0.00006250974,0.001174744,0.0000989381,0.000005015786,0.0006246709,0.0005489486,0.1842722,0.0001041026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875633,0.0007752926,0.000004554778,0.006074461,0.00005131651,0.0002197705,3.843739e-7,0.00006604097,0.005244909],"genre_scores_gemma":[0.9910228,0.0005899901,0.00031815,0.006876348,0.0001268513,0.00001019237,0.00000547747,0.00001464771,0.00103558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.182924,"threshold_uncertainty_score":0.4614333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122745439084449,"score_gpt":0.2796120403009152,"score_spread":0.2683845859100707,"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."}}