{"id":"W2785092109","doi":"10.3399/bjgp18x694817","title":"Management of nut allergy in primary care","year":2018,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Oral allergy syndrome; Angioedema; Allergy; Anaphylaxis; Food allergy; Hay fever; Elimination diet; Asthma; Dermatology; Ingestion; Guideline; Pediatrics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005342307,0.00007112456,0.0002408768,0.0001401387,0.00004523162,0.0000247042,0.0001451352,0.00005710964,0.0001668257],"category_scores_gemma":[0.0001431451,0.00007575045,0.00009357482,0.0002406334,0.00009574382,0.0003070953,0.00006617258,0.0003690954,0.00001083258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009623653,"about_ca_system_score_gemma":0.0001523016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002348184,"about_ca_topic_score_gemma":0.00009096097,"domain_scores_codex":[0.9985968,0.0001252897,0.0004277307,0.0001145594,0.0005411801,0.0001943651],"domain_scores_gemma":[0.9987644,0.00004899305,0.0002449692,0.0001156762,0.0007125002,0.0001134594],"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":[0.004604489,0.001514561,0.000578589,0.0009456556,0.001257779,0.02866832,0.0006941882,0.00006538879,0.009412414,0.000691254,0.02190617,0.9296612],"study_design_scores_gemma":[0.009118022,0.005135001,0.1993977,0.003996735,0.00007289451,0.01994372,0.004256675,0.00005326714,0.006139162,0.000143189,0.7514384,0.0003052877],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.81223,0.0173771,0.00009235035,0.001747379,0.000290659,0.000168024,0.000004290154,0.000006241097,0.168084],"genre_scores_gemma":[0.9731775,0.01065339,0.01304112,0.0005965616,0.0006024203,0.00000166891,0.000006766293,0.00001678769,0.001903803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9293559,"threshold_uncertainty_score":0.3089014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171012474761179,"score_gpt":0.3137702212549513,"score_spread":0.2966689737788334,"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."}}