{"id":"W4327679593","doi":"10.1093/cid/ciad156","title":"The Who, What, When, and Where of Inpatient Direct Oral Penicillin Challenge—Implications for Health Services Implementation","year":2023,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Health and Medical Research Council","keywords":"Penicillin; Penicillin allergy; Antimicrobial stewardship; Medicine; Stewardship (theology); Antibiotic Stewardship; Intensive care medicine; Antibiotics; Environmental health; Antibiotic resistance; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01989374,0.0003193601,0.0007516333,0.0008953456,0.002331748,0.006668041,0.00209903,0.002524515,0.004619544],"category_scores_gemma":[0.08001354,0.000410351,0.0006923481,0.001230843,0.001709476,0.006731726,0.003426423,0.005298509,0.000516574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008025876,"about_ca_system_score_gemma":0.04495965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06133174,"about_ca_topic_score_gemma":0.1189466,"domain_scores_codex":[0.9827613,0.01021496,0.001413943,0.0007945844,0.002028774,0.002786474],"domain_scores_gemma":[0.9500436,0.02215528,0.01064318,0.001261654,0.006530294,0.009365988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003936946,0.001687396,0.4105195,0.001509366,0.0001439276,0.000465396,0.005484851,0.001691167,0.0005541191,0.01247408,0.08423286,0.4808437],"study_design_scores_gemma":[0.0002637517,0.001036274,0.751174,0.0153214,0.0003892693,0.0006602307,0.09987838,0.01108945,0.001685411,0.04778564,0.07035379,0.000362432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1218195,0.01289115,0.003049549,0.8455277,0.0008796927,0.0002928606,0.000685516,0.00008958581,0.01476439],"genre_scores_gemma":[0.9295528,0.01338029,0.007839355,0.04636139,0.0009578076,0.0003604208,0.0004413181,0.00005472281,0.001051868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06133174,"threshold_uncertainty_score":0.1219495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07286712001183747,"score_gpt":0.4591786334684842,"score_spread":0.3863115134566467,"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."}}