{"id":"W3205828783","doi":"10.1111/pai.13684","title":"Protocol for a systematic review of the diagnostic test accuracy of tests for IgE‐mediated food allergy","year":2021,"lang":"en","type":"review","venue":"Pediatric Allergy and Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"Medical Research Council","keywords":"Medicine; Protocol (science); Immunoglobulin E; Test (biology); Allergy; Food allergy; Food hypersensitivity; Immunology; Pathology; Antibody; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007360583,0.0005966441,0.004572468,0.0003082231,0.0001475681,0.00001219448,0.0006369108,0.0006463534,0.00008861261],"category_scores_gemma":[0.06374977,0.0003597793,0.001294963,0.0009479673,0.000261016,0.00005422005,0.0003325338,0.0005465483,0.000004683096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006075709,"about_ca_system_score_gemma":0.001782796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001032635,"about_ca_topic_score_gemma":0.00002309171,"domain_scores_codex":[0.9958101,0.0004710741,0.002184476,0.0006009098,0.0003651567,0.0005682629],"domain_scores_gemma":[0.9737943,0.02220123,0.001949057,0.001021695,0.000921345,0.0001123454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005573697,0.0005215235,0.00000335189,0.9821639,0.002303454,0.000004352537,0.00002240835,6.557601e-8,0.000001807124,0.0003963454,0.002178376,0.01234867],"study_design_scores_gemma":[0.001572542,0.002253531,0.00002063973,0.389694,0.0004875478,0.0001016429,0.00001818886,0.000002619414,0.000004514263,0.0000342863,0.6055535,0.0002569933],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001509708,0.8326327,0.00001997168,0.0001870361,0.0001011249,0.1667682,0.0002039775,0.00001890084,0.00006660107],"genre_scores_gemma":[0.000005288097,0.7163355,0.00008001675,0.00007445129,0.0001708206,0.2828336,0.0001943102,0.00006105354,0.0002449081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6033751,"threshold_uncertainty_score":0.9998854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05758304633482429,"score_gpt":0.3828773346307107,"score_spread":0.3252942882958864,"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."}}