{"id":"W1885171326","doi":"10.1002/pds.2327","title":"A systematic review of validated methods for identifying anaphylaxis, including anaphylactic shock and angioneurotic edema, using administrative and claims data","year":2012,"lang":"en","type":"review","venue":"Pharmacoepidemiology and Drug Safety","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hamilton Health Sciences Foundation; U.S. Department of Health and Human Services","keywords":"Medicine; Anaphylaxis; Diagnosis code; Anaphylactic shock; MEDLINE; Allergy; Immunology; Environmental health","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":[0.02076561,0.002290853,0.007806033,0.01565404,0.0007117643,0.002823177,0.003077842,0.001969361,0.003394479],"category_scores_gemma":[0.1082339,0.001249999,0.006364931,0.01643533,0.001022008,0.003098386,0.001404341,0.001243706,0.0004825773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004908677,"about_ca_system_score_gemma":0.01552811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009999796,"about_ca_topic_score_gemma":0.02505528,"domain_scores_codex":[0.9798053,0.00730846,0.007479939,0.001239772,0.003902223,0.0002642057],"domain_scores_gemma":[0.9019223,0.07682268,0.01079731,0.001195305,0.008919663,0.0003427652],"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":[0.0001265714,0.00001574487,0.0009701098,0.8948065,0.005052781,0.00007675862,0.0001842499,0.000126576,0.0001070575,0.0002923887,0.002070321,0.09617085],"study_design_scores_gemma":[0.0001950305,0.0001668262,0.005148667,0.9282993,0.04177921,0.0004253566,0.0002563055,0.0001528084,0.0003394735,0.0002917082,0.02289992,0.00004549341],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004496499,0.9981773,0.0003135327,0.000190732,0.0000932425,0.0003080804,0.0002111759,0.000007216895,0.0002490342],"genre_scores_gemma":[0.005558179,0.9918275,0.001594204,0.0002400068,0.00004618958,0.0005008271,0.0001595515,0.000004600022,0.00006894262],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02076561,"threshold_uncertainty_score":0.1098204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5031548637233574,"score_gpt":0.5863650346169271,"score_spread":0.08321017089356975,"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."}}