{"id":"W4200363378","doi":"10.1111/pai.13714","title":"Food allergen ladders: A need for standardization","year":2021,"lang":"en","type":"article","venue":"Pediatric Allergy and Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Food allergens; Medicine; Allergen; Food allergy; Biotechnology; Environmental health; Allergy; Immunology","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":[0.1658435,0.00158477,0.003200575,0.008834318,0.002371109,0.01184482,0.006294127,0.005372955,0.005088286],"category_scores_gemma":[0.1835517,0.001102035,0.003410983,0.007758366,0.009531274,0.02557632,0.007296955,0.01700016,0.004493546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006340411,"about_ca_system_score_gemma":0.02076235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003466978,"about_ca_topic_score_gemma":0.003773133,"domain_scores_codex":[0.9019552,0.03788315,0.02412958,0.004528767,0.02981723,0.001686133],"domain_scores_gemma":[0.7305813,0.1285709,0.02222306,0.02621208,0.08517205,0.007240687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002674708,0.0003489858,0.006901829,0.01429532,0.000200507,0.0005312971,0.00410835,0.0007289496,0.001901467,0.03581357,0.0882854,0.8466167],"study_design_scores_gemma":[0.00007567234,0.0004156691,0.008404968,0.03219412,0.0001979682,0.001808655,0.005151051,0.0008709422,0.001695276,0.08430245,0.864682,0.0002013373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01328153,0.2983496,0.1144407,0.5218762,0.01815584,0.002205854,0.001301309,0.002615196,0.02777375],"genre_scores_gemma":[0.08102769,0.2186972,0.5234722,0.1524163,0.01030599,0.002920093,0.003587011,0.00126084,0.006312673],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1658435,"threshold_uncertainty_score":0.8770746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844734450468721,"score_gpt":0.2726707719295875,"score_spread":0.2542234274249003,"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."}}