{"id":"W4307697640","doi":"10.1136/bmjopen-2022-061976","title":"Canadian Anaphylaxis Network-Predicting Recurrence after Emergency Presentation for Allergic REaction (CAN-PREPARE): a prospective, cohort study protocol","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Izaak Walton Killam Health Centre; Alberta Children's Hospital; University of Alberta; Université de Montréal; Hospital for Sick Children; AllerGen; Centre Hospitalier Universitaire Sainte-Justine; McMaster Children's Hospital; Queen's University; University of Calgary; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research; Food Allergy Canada","keywords":"Medicine; Anaphylaxis; Presentation (obstetrics); Prospective cohort study; Protocol (science); Cohort study; Allergic reaction; Allergy; Emergency medicine; Medical emergency; Pediatrics; Surgery; Alternative medicine; Internal medicine; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01194108,0.003004664,0.001957466,0.002190754,0.004128397,0.002040344,0.003869722,0.002207266,0.01354881],"category_scores_gemma":[0.008668348,0.001888154,0.002189378,0.002850407,0.00136787,0.001255053,0.001295242,0.00187639,0.002473055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01125211,"about_ca_system_score_gemma":0.03880038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.279939,"about_ca_topic_score_gemma":0.3515359,"domain_scores_codex":[0.9945496,0.001531393,0.0008328212,0.001186457,0.001028633,0.0008712079],"domain_scores_gemma":[0.9944095,0.000525288,0.001126496,0.0007495297,0.002254183,0.0009349227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08230759,0.01452446,0.6781945,0.01025845,0.003258815,0.002291115,0.004436439,0.004639206,0.002169359,0.007268505,0.1410544,0.04959719],"study_design_scores_gemma":[0.0428713,0.01223271,0.8604694,0.003312084,0.001257735,0.0007980517,0.002600706,0.006288631,0.0007354139,0.001812031,0.06717372,0.0004482309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1137634,0.001023416,0.004579644,0.0008860973,0.0002326303,0.8105775,0.06342777,0.0001390733,0.00537058],"genre_scores_gemma":[0.1545386,0.0008734331,0.01118227,0.001168036,0.0001415207,0.7979918,0.03184793,0.00003765084,0.002218738],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7200609,"threshold_uncertainty_score":0.5566192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05304886720390135,"score_gpt":0.41787053034182,"score_spread":0.3648216631379186,"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."}}