{"id":"W2888980516","doi":"10.1016/j.anorl.2018.08.009","title":"The use of standardized order sets to improve adherence to evidence-based postoperative management in major head and neck surgery","year":2018,"lang":"en","type":"article","venue":"European Annals of Otorhinolaryngology Head and Neck Diseases","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of British Columbia","funders":"","keywords":"Medicine; Laryngectomy; Fistula; Retrospective cohort study; Surgery; Thrombosis; Larynx","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001024242,0.0001967462,0.0004913129,0.0001900041,0.0001100182,0.00004019715,0.0001119149,0.00003541394,0.00004837333],"category_scores_gemma":[0.006798617,0.0001452432,0.0000795737,0.000308107,0.0002886807,0.0002816386,0.0001988504,0.0001190393,0.00001436379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653978,"about_ca_system_score_gemma":0.0001598609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002443022,"about_ca_topic_score_gemma":0.0002438835,"domain_scores_codex":[0.9973861,0.0006592497,0.0009424559,0.000437612,0.0002647852,0.0003097807],"domain_scores_gemma":[0.996385,0.002028744,0.0002441737,0.0004065762,0.0006117985,0.000323717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03511641,0.001012025,0.7732888,0.0005687576,0.0003941094,0.0003351344,0.0008510731,0.00001473165,0.007126788,0.0001700787,0.04826919,0.1328529],"study_design_scores_gemma":[0.002077115,0.003619093,0.9794437,0.0009320574,0.0001056256,0.00000599909,0.0001250335,0.00006454507,0.0009047129,0.00001856784,0.01254979,0.0001537232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865707,0.001083615,0.00006617794,0.01067773,0.0001492955,0.001202102,0.0001468015,0.00002039679,0.00008318839],"genre_scores_gemma":[0.9841795,0.0008105252,0.001765753,0.01297882,0.0000850809,0.00002711651,0.00002159799,0.0000267188,0.0001049059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.206155,"threshold_uncertainty_score":0.813907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2789208064222519,"score_gpt":0.455590353657212,"score_spread":0.1766695472349601,"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."}}