{"id":"W3158059221","doi":"10.1016/j.jaci.2021.03.014","title":"Leveraging shared decision making to discuss nonessential medical testing and prevent peanut allergy overdiagnosis during infancy","year":2021,"lang":"en","type":"letter","venue":"Journal of Allergy and Clinical Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Overdiagnosis; Peanut allergy; Medicine; Immunoglobulin E; Allergy; Serology; Immunology; Dermatology; Internal medicine; Food allergy; Antibody","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":[0.006687917,0.0004371506,0.0005487875,0.0004467821,0.003389526,0.002648584,0.001320216,0.01722379,0.003625511],"category_scores_gemma":[0.05398138,0.0004796921,0.0008267865,0.0002239529,0.002603509,0.003260845,0.003510145,0.02287459,0.0009234591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003960987,"about_ca_system_score_gemma":0.008882142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006834149,"about_ca_topic_score_gemma":0.01035065,"domain_scores_codex":[0.9939185,0.002715201,0.0005838196,0.0005090723,0.001236925,0.001036471],"domain_scores_gemma":[0.9673222,0.02026017,0.001846141,0.0008736156,0.002772621,0.006925326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002380464,0.0004082106,0.02840017,0.0001838368,0.0001409282,0.04150344,0.005635466,0.001204081,0.001482428,0.01945174,0.7957824,0.1055692],"study_design_scores_gemma":[0.0007508851,0.0008092276,0.03448848,0.003336886,0.00028928,0.06016811,0.01153601,0.01133658,0.002435165,0.1127459,0.7618204,0.000283151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004678586,0.0005081023,0.0005709798,0.9860156,0.004351487,0.0000131128,0.00001527027,0.00002380003,0.003823166],"genre_scores_gemma":[0.1765396,0.001362309,0.003716773,0.790378,0.02082504,0.0001572688,0.00005225698,0.00004826998,0.006920398],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01722379,"threshold_uncertainty_score":0.03536958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282908511829406,"score_gpt":0.3669968136593358,"score_spread":0.3241677285410418,"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."}}