{"id":"W2614419772","doi":"10.1097/01.sa.0000515839.10205.06","title":"Choosing Wisely and Preoperative Hemoglobin A1c Testing","year":2017,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Asymptomatic; Blood testing; Intensive care medicine; Hemoglobin; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004306748,0.000126782,0.0004613585,0.00003868626,0.0002310114,0.00001952832,0.0001141497,0.0001282773,0.00002564677],"category_scores_gemma":[0.003657113,0.00009992747,0.00003601946,0.00003513464,0.0004638367,0.00006913967,0.00005786382,0.0001312088,0.000006048625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009775305,"about_ca_system_score_gemma":0.00008617458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114718,"about_ca_topic_score_gemma":0.00005289261,"domain_scores_codex":[0.9990569,0.0001289515,0.0002560729,0.0002458122,0.00009150151,0.0002207349],"domain_scores_gemma":[0.9986219,0.0004627089,0.000123426,0.0003321238,0.0003465903,0.000113299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004583004,0.00006479542,0.9854848,0.00004545884,0.00002972448,0.00004293601,0.0001175787,4.358197e-7,0.00246222,0.0001082485,0.00004282071,0.01114263],"study_design_scores_gemma":[0.001640513,0.001194051,0.9957682,0.0001019672,0.00004052689,0.0001146158,0.00002481838,0.0001544025,0.0005410177,0.0001867343,0.0001391158,0.0000939819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961282,0.0002810462,0.00001169859,0.0003690628,0.00007866279,0.0001851154,0.00001020073,0.00001703956,0.002918978],"genre_scores_gemma":[0.9986042,0.00002941408,0.0008722196,0.0002546437,0.00003951582,0.00000596441,0.00001649894,0.00001101428,0.0001665666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01104865,"threshold_uncertainty_score":0.4378169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07676560928770426,"score_gpt":0.331107812958404,"score_spread":0.2543422036706997,"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."}}