{"id":"W4221122929","doi":"10.1016/j.anai.2022.03.010","title":"Association of antibiotic allergy labels with hospital length of stay","year":2022,"lang":"en","type":"article","venue":"Annals of Allergy Asthma & Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Confidence interval; Odds ratio; Confounding; Antibiotics; Univariate analysis; Allergy; Pediatrics; Internal medicine; Multivariate analysis; Immunology","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":[0.0003423656,0.0001823437,0.0006462684,0.0003178871,0.0000790441,0.000002123019,0.0001973119,0.0001405284,0.0001995264],"category_scores_gemma":[0.000165578,0.0001787915,0.0001777429,0.0004387346,0.000168456,0.0001129743,0.0001543148,0.0003769613,0.000008029822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009186278,"about_ca_system_score_gemma":0.000262946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004304251,"about_ca_topic_score_gemma":0.00007042704,"domain_scores_codex":[0.9981772,0.0001761332,0.000556024,0.0002665256,0.0004649288,0.0003591475],"domain_scores_gemma":[0.9979042,0.0001465204,0.0008907727,0.0004519864,0.0005546358,0.00005185172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0029223,0.01873547,0.007478596,0.0003890015,0.06023902,0.0003259807,0.009501819,0.003676357,0.7598152,0.05094479,0.008151104,0.07782037],"study_design_scores_gemma":[0.005042577,0.00609359,0.4388146,0.0001590715,0.00003966798,0.0001290547,0.005811715,0.00005101179,0.170381,0.0002063795,0.3728437,0.0004276553],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98722,0.0009799754,0.0000184509,0.004170901,0.0002909659,0.0002339183,0.00005995859,0.00003607175,0.006989761],"genre_scores_gemma":[0.9966979,0.0009076305,0.0003133735,0.0001147859,0.00002940096,0.000009062137,0.00007541056,0.00003431013,0.001818123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5894342,"threshold_uncertainty_score":0.7290906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572582965389216,"score_gpt":0.2638688232174182,"score_spread":0.248142993563526,"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."}}