{"id":"W4402580375","doi":"10.1001/jamainternmed.2024.4606","title":"Reaction Risk to Direct Penicillin Challenges","year":2024,"lang":"en","type":"review","venue":"JAMA Internal Medicine","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Penicillin; Intensive care medicine; Microbiology; Antibiotics","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":[0.03090274,0.0009627247,0.00297741,0.003299175,0.0002750866,0.003022107,0.001349301,0.002289075,0.00530632],"category_scores_gemma":[0.1508191,0.0005510682,0.007983443,0.003114794,0.0009002202,0.002117285,0.001274502,0.002488967,0.0004760135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058873,"about_ca_system_score_gemma":0.001606422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001586009,"about_ca_topic_score_gemma":0.001553275,"domain_scores_codex":[0.9562923,0.0224775,0.01121418,0.003138363,0.006481243,0.0003963648],"domain_scores_gemma":[0.786371,0.1638604,0.04012599,0.003681049,0.005385539,0.0005759835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006660257,0.000157192,0.1906388,0.3369088,0.1414761,0.001223408,0.000977568,0.003044919,0.001464461,0.003413076,0.009314018,0.3047213],"study_design_scores_gemma":[0.002752384,0.003426614,0.306524,0.3031261,0.2794853,0.01043155,0.002066004,0.004174054,0.003810775,0.02005002,0.06370217,0.0004511408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03440008,0.9373615,0.009589197,0.007652852,0.00117416,0.0006692289,0.003136697,0.00008066346,0.005935484],"genre_scores_gemma":[0.6815178,0.2967571,0.01158748,0.004474432,0.002204935,0.0008891325,0.001556331,0.00005439588,0.0009583888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03090274,"threshold_uncertainty_score":0.1634313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025553873904281,"score_gpt":0.4054116417723265,"score_spread":0.3028562543818983,"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."}}