{"id":"W4295037733","doi":"10.1111/cea.14225","title":"Information needs of patients considering oral immunotherapy for food allergy","year":2022,"lang":"en","type":"review","venue":"Clinical & Experimental Allergy","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Medical Research Council","keywords":"Medicine; Food allergy; Oral immunotherapy; Health care; Allergy; Family medicine; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005226851,0.0005228206,0.002456373,0.0004398562,0.0001765053,0.00003313123,0.0004437887,0.0004726927,0.002424599],"category_scores_gemma":[0.0003156989,0.0004468405,0.001844881,0.0004185402,0.0002847919,0.0002107587,0.0003859903,0.0007137734,0.00003833034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002017963,"about_ca_system_score_gemma":0.0005163702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700515,"about_ca_topic_score_gemma":0.000005334434,"domain_scores_codex":[0.995937,0.000271355,0.002372485,0.0002690307,0.0006398846,0.0005102161],"domain_scores_gemma":[0.9974983,0.0006978548,0.0007807054,0.0005976,0.0001542713,0.0002712718],"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":[0.0009289966,0.001920262,0.000006859229,0.002441891,0.002930496,0.000002149061,0.0004734283,0.000001106748,0.000003581119,0.0009088094,0.003559496,0.9868229],"study_design_scores_gemma":[0.003950877,0.008463454,0.00002016392,0.001006856,0.0000220224,0.000007487934,0.000853725,0.000007317145,0.00004805718,0.00002236374,0.9852187,0.0003789547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001149565,0.9937761,0.00003189362,0.00003738038,0.0009330602,0.001913776,0.0002295462,0.00006561647,0.001863076],"genre_scores_gemma":[0.001695687,0.9939941,0.0003151266,0.0003779739,0.0002077821,0.0007578342,0.002222452,0.00009865715,0.0003303468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.986444,"threshold_uncertainty_score":0.9997984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1462641724657215,"score_gpt":0.4416073760066088,"score_spread":0.2953432035408873,"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."}}