{"id":"W4319082173","doi":"10.1016/j.jaci.2022.12.642","title":"Inpatient Direct Oral Penicillin Challenge – A Large Prospective Cohort Study","year":2023,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Penicillin; Prospective cohort study; Medicine; Cohort; Cohort study; Pediatrics; Intensive care medicine; Internal medicine; Antibiotics; Microbiology; Biology","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":[0.001375705,0.0001496602,0.0008134971,0.0002133415,0.0001042383,0.000008991614,0.000106289,0.0002113847,0.00004893325],"category_scores_gemma":[0.0008168567,0.0001124213,0.0002470482,0.0002554916,0.000140473,0.0001050448,0.000125536,0.0009551662,0.00008682846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007935854,"about_ca_system_score_gemma":0.0001656293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000226475,"about_ca_topic_score_gemma":0.0001778017,"domain_scores_codex":[0.9979962,0.0002711739,0.0009401884,0.0002517276,0.0002513178,0.0002894323],"domain_scores_gemma":[0.9984775,0.0004216123,0.0004098611,0.0002353509,0.0003051356,0.0001506026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001679489,0.01495207,0.9107043,0.00001652204,0.02282712,0.002329015,0.002176152,0.0000104511,0.0003401492,0.001065293,0.0007385874,0.04316091],"study_design_scores_gemma":[0.005351642,0.003253218,0.9645138,0.00004590771,0.0003081119,0.000197413,0.002393906,0.00003307419,0.00001259735,0.0001679735,0.02362124,0.0001011544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889143,0.0004106985,0.000007065672,0.001421213,0.001132411,0.0004080562,0.000002842797,0.00004490509,0.007658521],"genre_scores_gemma":[0.9923726,0.006268315,0.0000452391,0.000112458,0.0002363746,0.00001254492,0.000004169885,0.00001948729,0.0009288626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05380952,"threshold_uncertainty_score":0.4584408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04288485223529318,"score_gpt":0.369695652850628,"score_spread":0.3268108006153348,"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."}}