{"id":"W2939098418","doi":"10.1097/aln.0000000000002688","title":"β-Lactam Allergy in the Operating Theater: Comment","year":2019,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Allergy; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004940498,0.00130792,0.001258224,0.0009252051,0.002067059,0.002672763,0.004795534,0.0420075,0.006425505],"category_scores_gemma":[0.029741,0.0009340882,0.002078841,0.001088579,0.003039157,0.006178298,0.001448667,0.03911725,0.007892429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004827856,"about_ca_system_score_gemma":0.003441354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141618,"about_ca_topic_score_gemma":0.01057677,"domain_scores_codex":[0.9946431,0.001015695,0.00100744,0.001305766,0.001469335,0.0005586341],"domain_scores_gemma":[0.9830641,0.008293792,0.001373545,0.0007542939,0.005085062,0.001429191],"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":[0.00007960161,0.00003922298,0.001817742,0.0002761997,0.00004231409,0.007306821,0.0002525535,0.0001602941,0.000260635,0.001528852,0.9805595,0.007676201],"study_design_scores_gemma":[0.0001637042,0.0002184594,0.005814576,0.001731781,0.0001351734,0.02754041,0.002137206,0.001261221,0.001406196,0.005962754,0.9533554,0.0002730431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001571975,0.00286444,0.0003302453,0.9150342,0.07687023,0.0000331601,0.0001339523,0.0001189628,0.003042818],"genre_scores_gemma":[0.009271526,0.002549948,0.000483376,0.8909362,0.09394776,0.00004153627,0.00005354399,0.00003724586,0.00267881],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0420075,"threshold_uncertainty_score":0.0350287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03389939603974625,"score_gpt":0.2824338134640554,"score_spread":0.2485344174243091,"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."}}