{"id":"W4362663078","doi":"10.1016/j.jaip.2023.01.025","title":"Standards are poor","year":2023,"lang":"en","type":"letter","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Urticaria and Related Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Pre- and post-test probability; Medicine; Basophil activation; Immunoglobulin E; Likelihood ratios in diagnostic testing; Allergy; Test (biology); Immunology; Receiver operating characteristic; Internal medicine; Antibody; Basophil; Biology","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":[0.06215144,0.0007978802,0.002196191,0.002559685,0.01986415,0.02616422,0.005089324,0.06051499,0.03872102],"category_scores_gemma":[0.2459369,0.001381636,0.001498302,0.001782794,0.02077836,0.01306771,0.01530793,0.1027155,0.02417283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01377103,"about_ca_system_score_gemma":0.04802679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273537,"about_ca_topic_score_gemma":0.02285017,"domain_scores_codex":[0.8857381,0.02526615,0.01121804,0.008687857,0.05659743,0.01249249],"domain_scores_gemma":[0.7538772,0.06315061,0.01466749,0.01301326,0.08467238,0.07061913],"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":[0.00001942312,0.00008122953,0.001073398,0.00009271715,0.00002537056,0.0004997929,0.0009447892,0.00007232446,0.000111736,0.04333983,0.940203,0.01353632],"study_design_scores_gemma":[0.00005307719,0.00003032453,0.002072219,0.0005532859,0.00001341829,0.0006823103,0.001808473,0.0001193297,0.00008804894,0.06904314,0.9254605,0.00007588795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002316398,0.000667655,0.0002566018,0.9720696,0.01278394,0.00001109109,0.00001415101,0.0000256831,0.01393957],"genre_scores_gemma":[0.007666274,0.0006329024,0.0005465759,0.961423,0.007799956,0.0000527155,0.00003685392,0.00005090538,0.02179082],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06215144,"threshold_uncertainty_score":0.3286921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03554597748959474,"score_gpt":0.3801745323089378,"score_spread":0.3446285548193431,"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."}}