{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04969613,0.001985847,0.007883178,0.02026152,0.001095676,0.004390787,0.003637426,0.002511159,0.003709194],"category_scores_gemma":[0.2506322,0.001291885,0.008977169,0.0176583,0.001856245,0.00431676,0.002135471,0.001571966,0.0005044155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007855488,"about_ca_system_score_gemma":0.02399218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159184,"about_ca_topic_score_gemma":0.03219021,"domain_scores_codex":[0.9457097,0.01975232,0.02171788,0.002896603,0.00933097,0.0005926215],"domain_scores_gemma":[0.7060979,0.2371487,0.02979807,0.003689421,0.02253465,0.0007313229],"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":[0.0001327228,0.00001254302,0.001519646,0.9540259,0.007215134,0.00006480434,0.0002316904,0.0001006582,0.0000938431,0.0003242008,0.001533443,0.03474539],"study_design_scores_gemma":[0.0001524349,0.00009883448,0.003481295,0.9502274,0.03476455,0.0001466179,0.0002104874,0.000113962,0.000178448,0.0002498335,0.01034669,0.0000294663],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001705859,0.9926319,0.001056033,0.0006603194,0.0002884677,0.001591662,0.001243039,0.00002502519,0.0007976511],"genre_scores_gemma":[0.02843742,0.9608809,0.005105648,0.00130183,0.0001689885,0.002960866,0.0009457337,0.00002342077,0.0001750576],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04969613,"threshold_uncertainty_score":0.2628214,"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."}}