{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004353637,0.0001315454,0.000390009,0.00008484691,0.0003589424,0.00005391096,0.00007080063,0.00006343861,0.000007070418],"category_scores_gemma":[0.0002027447,0.00009917169,0.0001981929,0.0002318336,0.0001414701,0.0002119073,0.00006453318,0.0001170416,0.00001296726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007165365,"about_ca_system_score_gemma":0.0002297711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001450404,"about_ca_topic_score_gemma":0.001884068,"domain_scores_codex":[0.9984984,0.0001299962,0.0006649585,0.000308609,0.0001383441,0.0002596253],"domain_scores_gemma":[0.9974514,0.001390147,0.000317832,0.0003517467,0.000221686,0.0002672433],"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":[0.00004371588,0.0008721014,0.3023492,0.0007533401,0.0003591204,8.949729e-7,0.0006091758,0.00001680384,0.00002346338,0.001974482,0.003648525,0.6893492],"study_design_scores_gemma":[0.001795264,0.0005534492,0.9343712,0.0002641066,0.0002641311,0.000002277087,0.002400171,0.0001984377,0.000008358555,0.003120439,0.0569112,0.0001109697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519483,0.004654517,0.00009510612,0.03691423,0.001032681,0.00330783,0.0005181719,0.0004805678,0.001048559],"genre_scores_gemma":[0.9752653,0.02307497,0.0000207169,0.0007364842,0.000183068,0.0003535229,0.0002176929,0.00002808003,0.0001201989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6892383,"threshold_uncertainty_score":0.4044104,"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."}}