{"id":"W2101028301","doi":"","title":"Approach to managing patients with sulfa allergy: use of antibiotic and nonantibiotic sulfonamides.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Sulfonamide; Allergy; Observational study; Antibiotics; Intensive care medicine; Drug allergy; MEDLINE; Drug; Internal medicine; Immunology; Pharmacology","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":[0.00009314118,0.0001568874,0.0002812732,0.0002398763,0.00004480191,0.00002476675,0.00005001133,0.00005391631,5.085777e-7],"category_scores_gemma":[0.00005922687,0.0001268154,0.00003882533,0.0003507223,0.00007390583,0.0001717782,0.00004738495,0.000105518,0.000004455982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000799167,"about_ca_system_score_gemma":0.00002385749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004122095,"about_ca_topic_score_gemma":0.00003715081,"domain_scores_codex":[0.998802,0.0000166104,0.0002165935,0.0003151764,0.0002869155,0.0003626821],"domain_scores_gemma":[0.9993031,0.00004263169,0.00008512524,0.0002894307,0.000101776,0.0001779251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001801615,0.002723696,0.7372824,0.0005235538,0.0004450589,0.00004225328,0.000169665,0.000731473,0.0006229283,0.002180021,0.0004278604,0.2546709],"study_design_scores_gemma":[0.001279855,0.00001828555,0.9955114,0.00005285287,0.00009144397,0.00001617452,0.00003768889,0.00009453377,0.0004144654,0.00001113719,0.002333143,0.0001390314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971028,0.00002635011,0.0002195937,0.0001887852,0.00007396933,0.001243175,0.00001331351,0.00005686847,0.02714995],"genre_scores_gemma":[0.9965819,0.000008044651,0.002007303,0.0001011817,0.00004198041,0.00002099766,0.00005085971,0.00003550194,0.00115226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.258229,"threshold_uncertainty_score":0.5171381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825527808619104,"score_gpt":0.192077322257377,"score_spread":0.173822044171186,"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."}}