{"id":"W1501810536","doi":"10.1002/pds.2331","title":"A systematic review of validated methods for identifying erythema multiforme major/minor/not otherwise specified, Stevens–Johnson Syndrome, or toxic epidermal necrolysis using administrative and claims data","year":2012,"lang":"en","type":"review","venue":"Pharmacoepidemiology and Drug Safety","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hamilton Health Sciences Foundation; U.S. Department of Health and Human Services","keywords":"Toxic epidermal necrolysis; Medicine; Erythema multiforme; Minor (academic); Dermatology; Humanities","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01699897,0.001094383,0.01005468,0.0004821339,0.000321128,0.00001851853,0.0005270091,0.000593667,0.00009921794],"category_scores_gemma":[0.00604213,0.0007591381,0.0008581287,0.0006367689,0.0003890368,0.0004958093,0.0005006992,0.001056039,0.00001573804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002689068,"about_ca_system_score_gemma":0.0005705052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000849561,"about_ca_topic_score_gemma":0.00001534534,"domain_scores_codex":[0.9867285,0.006450767,0.00431045,0.00135943,0.0002430106,0.0009078131],"domain_scores_gemma":[0.976528,0.01753186,0.003608062,0.001535765,0.0002189053,0.0005774124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001466804,0.0001910824,0.000007019715,0.8681819,0.003755894,0.00006038328,0.0001122152,3.504741e-7,0.00007387725,0.00006118092,0.00008704618,0.1273223],"study_design_scores_gemma":[0.002817858,0.00008762547,0.00003837611,0.680439,0.1048443,0.01633357,0.0003507037,0.001347032,0.00009241137,0.00004303687,0.1923075,0.001298575],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004097824,0.9770085,0.0128082,0.0002686491,0.0004968464,0.00776965,0.00140805,0.00007769432,0.0001214713],"genre_scores_gemma":[0.0001290271,0.9468989,0.05021746,0.0005335897,0.0002182453,0.0003991149,0.001096352,0.0001416532,0.0003656276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1922204,"threshold_uncertainty_score":0.999486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4785754052673799,"score_gpt":0.5567972040950028,"score_spread":0.07822179882762287,"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."}}