{"id":"W4281653500","doi":"10.21203/rs.3.rs-1690609/v1","title":"Virtually supported penicillin allergy de-labelling during COVID-19","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Labelling; Coronavirus disease 2019 (COVID-19); Penicillin; Penicillin allergy; Allergy; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Immunology; Antibiotics; Microbiology; Psychology; Pathology; 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":[0.005160762,0.00038011,0.0003988101,0.0006169883,0.001050283,0.001379794,0.0009066599,0.002343948,0.03361066],"category_scores_gemma":[0.0140642,0.0002662435,0.0005774722,0.0003528109,0.0006878449,0.0006417411,0.001334561,0.002061638,0.01059572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521062,"about_ca_system_score_gemma":0.003029138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597964,"about_ca_topic_score_gemma":0.003819074,"domain_scores_codex":[0.9957228,0.001434294,0.000273904,0.0005193794,0.001363923,0.0006856145],"domain_scores_gemma":[0.991682,0.002940225,0.000719495,0.001896953,0.001865668,0.000895701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01805911,0.001637289,0.01533432,0.001951816,0.0002057883,0.001830403,0.001185359,0.0007561796,0.1139715,0.02217987,0.1851467,0.6377417],"study_design_scores_gemma":[0.0009492544,0.003977535,0.02538987,0.0005297399,0.0001593479,0.002416407,0.0003549421,0.0008843317,0.09722936,0.003730351,0.8642934,0.00008545905],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.423031,0.01325785,0.03287908,0.03910361,0.01078349,0.003214875,0.01621232,0.008264136,0.4532536],"genre_scores_gemma":[0.8175475,0.00273824,0.02340404,0.01571538,0.0009837536,0.0009277951,0.008859726,0.001177282,0.1286462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03361066,"threshold_uncertainty_score":0.1124389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291497605648609,"score_gpt":0.4511768637531912,"score_spread":0.3220271031883303,"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."}}