{"id":"W2371189924","doi":"","title":"A Comparative Analysis of Perioperative Diabetes Management Guidelines","year":2011,"lang":"en","type":"article","venue":"Zhongguo quanke yixue","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetes management; Perioperative; Diabetes mellitus; MEDLINE; Family medicine; Perioperative medicine; Type 2 diabetes; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007939923,0.0002123674,0.000867099,0.0004791383,0.00006423765,0.00001410586,0.0001502405,0.00006778138,0.001918969],"category_scores_gemma":[0.0006000727,0.000176754,0.0003269411,0.001247929,0.0001392386,0.0002007128,0.00009925346,0.000151158,0.00008226583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005377224,"about_ca_system_score_gemma":0.00006283191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003434641,"about_ca_topic_score_gemma":0.0002867664,"domain_scores_codex":[0.9973461,0.000132994,0.001460948,0.0003919673,0.0004099041,0.0002580547],"domain_scores_gemma":[0.9978302,0.0003079322,0.0004470042,0.0005089525,0.000772554,0.0001334124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002285729,0.003680684,0.8190125,0.00056587,0.04533623,0.0001771505,0.02776059,0.0006870924,0.01554409,0.03263392,0.0172878,0.03502836],"study_design_scores_gemma":[0.004821531,0.001403659,0.8909616,0.0002010472,0.02046285,0.000006329898,0.02016611,0.02556571,0.01725547,0.0002957194,0.0182284,0.0006316097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686763,0.0001951394,0.002307229,0.001032552,0.0001612768,0.0007526851,0.00005521087,0.00006726761,0.02675234],"genre_scores_gemma":[0.9625748,0.0000670489,0.03481914,0.00134673,0.00007364341,0.0000591297,0.0001546583,0.00001491191,0.000889937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07194906,"threshold_uncertainty_score":0.9989934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4765644935014681,"score_gpt":0.5110409164174273,"score_spread":0.03447642291595926,"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."}}