{"id":"W2072414786","doi":"10.7326/m13-3016","title":"Antibiotic Self-stewardship: Trainee-Led Structured Antibiotic Time-outs to Improve Antimicrobial Use","year":2014,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Antimicrobial stewardship; Antibiotics; Antimicrobial; Antibiotic Stewardship; Intensive care medicine; Antibiotic resistance; Microbiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005604674,0.0004141464,0.0009899399,0.000327635,0.000110467,0.00001932285,0.0005687013,0.0003376048,0.000698321],"category_scores_gemma":[0.0007816107,0.0003011885,0.0002043998,0.0002700538,0.0004487817,0.0001317951,0.0001317754,0.0003994486,0.0006240758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001834427,"about_ca_system_score_gemma":0.00004939541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003542454,"about_ca_topic_score_gemma":0.00003785994,"domain_scores_codex":[0.9975833,0.0002397986,0.0008189477,0.0005647421,0.0001345441,0.0006587114],"domain_scores_gemma":[0.9982783,0.0003033582,0.0003782575,0.0005778791,0.0003302055,0.0001319782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005779061,0.0001846134,0.002700023,0.0001923238,0.0005223972,0.00002044993,0.0007487451,0.000003403138,0.9555053,0.000229937,0.03663294,0.002681928],"study_design_scores_gemma":[0.00250294,0.002200188,0.02402362,0.001669143,0.0001670039,0.0001174178,0.0001152551,0.00002641773,0.9528421,0.00006769739,0.01584643,0.000421811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900382,0.0004929042,0.0007773636,0.002981098,0.002594082,0.0004266738,0.0000703425,0.000119742,0.002499593],"genre_scores_gemma":[0.9850296,0.00007623705,0.0005152596,0.003868042,0.0003260232,4.556728e-7,0.0000373273,0.00004408912,0.010103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0213236,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313937342032874,"score_gpt":0.2666517045607388,"score_spread":0.2535123311404101,"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."}}