{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00238675,0.0009133623,0.006502899,0.0003808071,0.0002131215,0.00005551618,0.0005993188,0.0005238195,0.0000683039],"category_scores_gemma":[0.0159877,0.0006766171,0.00123657,0.0005659924,0.0003551247,0.000107243,0.0003768729,0.0007381235,0.0000253232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002120635,"about_ca_system_score_gemma":0.0008161248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004603539,"about_ca_topic_score_gemma":0.0001112332,"domain_scores_codex":[0.9937642,0.001907811,0.001841841,0.0009715474,0.0007812172,0.0007334354],"domain_scores_gemma":[0.9671978,0.0288994,0.001446781,0.001276599,0.0007476947,0.0004317112],"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":[0.00006138231,0.0004542929,0.000007146256,0.9624934,0.006416691,0.00003591492,0.00001227547,2.700335e-7,4.261565e-7,0.0006811881,0.002854938,0.02698212],"study_design_scores_gemma":[0.001064053,0.0016898,0.00008143232,0.5282517,0.001170589,0.00006870493,0.000007563298,0.00002188699,0.000001470147,0.00006573831,0.4672043,0.000372717],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001756281,0.9833676,0.0005004694,0.00004969068,0.0002505782,0.01468638,0.0007814626,0.00006216335,0.0002840543],"genre_scores_gemma":[0.000219121,0.9915795,0.0003155056,0.00009032267,0.0002231697,0.00595894,0.001361593,0.0001781211,0.00007371827],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4643494,"threshold_uncertainty_score":0.9995685,"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."}}