{"id":"W3190290552","doi":"10.1017/ash.2021.53","title":"Promoting Antimicrobial Stewardship Education Among Pediatricians Through a Maintenance of Certification Part 4 Quality Impro","year":2021,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antimicrobial stewardship; Certification; Stewardship (theology); Medicine; Family medicine; Quarter (Canadian coin); Quality (philosophy); Baseline (sea); Medical education; Antibiotic resistance; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00358284,0.0005023314,0.001893907,0.0001876226,0.0003107025,0.00002286817,0.0003126727,0.0005947599,0.0001173864],"category_scores_gemma":[0.004261159,0.0004977422,0.0005249419,0.0007476775,0.0004241405,0.0002477761,0.0002418764,0.0007547129,0.00004993067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004282494,"about_ca_system_score_gemma":0.001637653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007708502,"about_ca_topic_score_gemma":0.001432564,"domain_scores_codex":[0.9921882,0.002183831,0.002708614,0.001358567,0.0003136924,0.001247154],"domain_scores_gemma":[0.9948541,0.0008584985,0.00170166,0.001095926,0.001141536,0.0003483171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005317102,0.003273977,0.8287423,0.008131326,0.0003296338,0.00008398057,0.003379328,0.00002302329,0.02054004,0.01569172,0.0842252,0.03504777],"study_design_scores_gemma":[0.003475117,0.001427643,0.8843891,0.00389554,0.0007223714,0.0003932648,0.002404215,0.00008896821,0.0589132,0.002745697,0.04016921,0.001375675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926504,0.001554074,0.001173239,0.06573097,0.002004469,0.00189986,0.0001626289,0.0001628482,0.0008079046],"genre_scores_gemma":[0.9720811,0.003118927,0.004769283,0.01735169,0.0011272,0.0001362326,0.0009218859,0.00008031489,0.0004133566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05564681,"threshold_uncertainty_score":0.9997474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08806024771258379,"score_gpt":0.3847564845332263,"score_spread":0.2966962368206424,"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."}}