{"id":"W3209707534","doi":"10.1111/all.15169","title":"Direct oral penicillin challenge for penicillin allergy delabeling as a health services intervention: A multicenter cohort study","year":2021,"lang":"en","type":"letter","venue":"Allergy","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Peter MacCallum Cancer Centre; Department of Health, State Government of Victoria","keywords":"Penicillin allergy; Penicillin; Medicine; Intervention (counseling); Allergy; Cohort; Cohort study; Family medicine; Immunology; Antibiotics; Internal medicine; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001889364,0.0004802077,0.0005922345,0.0003256481,0.0008010826,0.001190338,0.0005777681,0.001596089,0.003251085],"category_scores_gemma":[0.006631896,0.0006138787,0.0008307921,0.0007526772,0.0003848016,0.0009805963,0.0004623131,0.001555712,0.0005631732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008744851,"about_ca_system_score_gemma":0.0009509976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008948106,"about_ca_topic_score_gemma":0.007035577,"domain_scores_codex":[0.9983622,0.000866716,0.00009519453,0.0002534029,0.0001526644,0.00026971],"domain_scores_gemma":[0.9968699,0.0009698666,0.000981256,0.000367951,0.0003145628,0.0004965427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009372527,0.002844893,0.9771573,0.0000798253,0.0006580493,0.0006368372,0.0003158453,0.00003169432,0.0005192078,0.00008037698,0.001754688,0.006548909],"study_design_scores_gemma":[0.002130531,0.00696545,0.9869167,0.00007833478,0.0007006756,0.0008867505,0.0008063355,0.0004593573,0.0001431515,0.000107374,0.000776528,0.00002892541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979118,0.0004680163,0.00008897356,0.0004605066,0.00004991968,0.00007631533,0.0003494056,0.000004154782,0.0005908814],"genre_scores_gemma":[0.9983672,0.0002975359,0.0001278396,0.0004480263,0.00007105293,0.00007892297,0.0002017222,0.000002995382,0.0004046083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008948106,"threshold_uncertainty_score":0.01779205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03691027332902684,"score_gpt":0.3324530667480254,"score_spread":0.2955427934189985,"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."}}