{"id":"W4322492119","doi":"10.1186/s13223-023-00770-x","title":"Virtually supported penicillin allergy de-labelling during COVID-19","year":2023,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Medicine; Provocation test; Penicillin; Amoxicillin; Allergy; Limiting; Medical diagnosis; Intensive care medicine; Pediatrics; Family medicine; Antibiotics; Alternative medicine; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007482395,0.0002785969,0.0006516385,0.0002708539,0.0003410569,0.00002186837,0.0001927238,0.0005936644,0.0003125805],"category_scores_gemma":[0.001571367,0.0002727343,0.0002664248,0.0004420042,0.0004325562,0.0001073974,0.0002433339,0.0009135089,0.0006919327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422142,"about_ca_system_score_gemma":0.0005745206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002416346,"about_ca_topic_score_gemma":0.000281669,"domain_scores_codex":[0.9971953,0.0002637946,0.0009020709,0.0006794265,0.0001997949,0.0007595799],"domain_scores_gemma":[0.9975593,0.00101245,0.0002007168,0.0005465206,0.0001021409,0.0005788851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005057735,0.006684347,0.03471886,0.000457165,0.031979,0.01808822,0.00561187,0.001623645,0.5543063,0.03762528,0.006857804,0.2969897],"study_design_scores_gemma":[0.00813499,0.0005045728,0.5136816,0.00007136694,0.00009413729,0.001367703,0.001989319,0.001338449,0.0006556081,0.0007417182,0.470924,0.0004965181],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862404,0.0003798957,0.0002892858,0.007467586,0.0006996006,0.0002331235,0.000007837813,0.000531961,0.004150285],"genre_scores_gemma":[0.9777601,0.01102329,0.0003377474,0.002077087,0.0002656667,0.00003568005,0.0001414417,0.00006758394,0.008291371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5536507,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04500216000569426,"score_gpt":0.3601619571948466,"score_spread":0.3151597971891523,"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."}}