{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002496189,0.0001730139,0.0006783405,0.0001795872,0.0000993328,0.00001607886,0.0002383004,0.00147011,0.000141572],"category_scores_gemma":[0.005896874,0.0001014106,0.0002139396,0.000185813,0.0005733885,0.0001341231,0.00009499022,0.0100278,0.00005479823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006454418,"about_ca_system_score_gemma":0.0005034179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000328518,"about_ca_topic_score_gemma":0.00001952013,"domain_scores_codex":[0.9968796,0.001191205,0.001160715,0.0001442922,0.0003685007,0.0002556389],"domain_scores_gemma":[0.9911774,0.006668418,0.001227648,0.0002961072,0.0005762257,0.00005420457],"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":[0.00273214,0.0002645552,0.0001450298,0.000006747817,0.04265439,0.008910473,0.0001737791,0.000002615144,0.00001861768,0.0001079907,0.9439983,0.0009853995],"study_design_scores_gemma":[0.002726686,0.001748791,0.008757592,0.0004899982,0.01283287,0.007099023,0.001218035,0.000006912093,0.00000260526,0.0008174422,0.9641726,0.0001274386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00769164,0.00639729,0.00001671866,0.9816046,0.002068347,0.0001131294,0.00001319306,0.00001569098,0.002079337],"genre_scores_gemma":[0.001736325,0.2644674,0.000174072,0.723661,0.003811599,0.000003807085,0.00002271059,0.00006858997,0.006054481],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2580701,"threshold_uncertainty_score":0.9998262,"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."}}