{"id":"W2782659952","doi":"10.1111/all.13399","title":"Diagnostic accuracy, risk assessment, and cost‐effectiveness of component‐resolved diagnostics for food allergy: A systematic review","year":2018,"lang":"en","type":"review","venue":"Allergy","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"Tampereen Yliopisto; Chief Scientist Office","keywords":"Medicine; Food allergy; Diagnostic accuracy; Allergy; Component (thermodynamics); Risk assessment; Intensive care medicine; Computer science; Immunology; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0209284,0.002120732,0.01316612,0.009888751,0.0005392904,0.00346303,0.002790505,0.002607985,0.004760117],"category_scores_gemma":[0.1248398,0.001697928,0.01820402,0.008518199,0.001082869,0.002943112,0.001743395,0.00188324,0.0002950693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005630535,"about_ca_system_score_gemma":0.008691979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00942966,"about_ca_topic_score_gemma":0.01682151,"domain_scores_codex":[0.9780771,0.01027836,0.007137525,0.00150493,0.002606749,0.0003953806],"domain_scores_gemma":[0.8751572,0.1050413,0.01345405,0.001089567,0.004776278,0.0004816204],"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":[0.0006267751,0.00001880672,0.001802322,0.9162613,0.0603212,0.00006021062,0.0001065825,0.0002397924,0.00005630678,0.0002262637,0.000662683,0.01961775],"study_design_scores_gemma":[0.0008653738,0.000275864,0.00579473,0.5887237,0.3965749,0.0002604644,0.0001826162,0.0003637522,0.0001536663,0.0006770117,0.006065168,0.00006278158],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002040183,0.9960691,0.0002987399,0.0003136789,0.00007928723,0.000332386,0.0006241785,0.00001257073,0.0002299033],"genre_scores_gemma":[0.08706481,0.9077795,0.001947463,0.0009105273,0.0001764157,0.001265811,0.0007080258,0.00001842852,0.000129032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0209284,"threshold_uncertainty_score":0.1106813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0781921648560678,"score_gpt":0.4079620841951148,"score_spread":0.329769919339047,"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."}}