{"id":"W4231521050","doi":"10.1186/1710-1492-7-s1-s10","title":"Drug allergy","year":2011,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Manitoba","funders":"","keywords":"Medicine; Drug; Drug allergy; Allergy; Anaphylaxis; Discontinuation; Intensive care medicine; Adverse drug reaction; Drug eruption; Adverse effect; Dermatology; Pharmacology; Immunology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002408658,0.0001876725,0.0004619418,0.0000923953,0.00009846083,0.000006210965,0.0001261723,0.0003154961,0.0004696743],"category_scores_gemma":[0.000206889,0.0001627183,0.000204756,0.0001119792,0.0004600511,0.00009403848,0.0001437154,0.0006064673,0.0005845096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002307072,"about_ca_system_score_gemma":0.00009846097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003204964,"about_ca_topic_score_gemma":0.0002566699,"domain_scores_codex":[0.9984161,0.0001318557,0.0005578321,0.0004298632,0.00009956163,0.000364844],"domain_scores_gemma":[0.9988861,0.0002208453,0.0001246183,0.0004718336,0.00008948862,0.000207095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008930542,0.004695016,0.008703929,0.00002366072,0.009129602,0.0009304496,0.001683911,6.283894e-7,0.004622375,0.07165541,0.003327983,0.894334],"study_design_scores_gemma":[0.002016829,0.0002461973,0.4983579,0.00002611518,0.00003354296,0.0003704558,0.0005376102,0.0000191161,0.0001992167,0.000749175,0.4972742,0.0001696697],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7652804,0.001066744,0.00009043519,0.002003562,0.001419412,0.0001885635,0.000002323342,0.0001903974,0.2297581],"genre_scores_gemma":[0.983497,0.00418101,0.001187667,0.001208859,0.0002379781,0.00001731443,0.000018625,0.00003576159,0.009615847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8941643,"threshold_uncertainty_score":0.7512884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461273136992022,"score_gpt":0.3189256585515511,"score_spread":0.2727983448523489,"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."}}