{"id":"W4405845701","doi":"10.2139/ssrn.5073218","title":"Development and Validation of a Cephalosporin Allergy Clinical Decision Rule","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Cephalosporin; Cephalosporin Antibiotic; Allergy; Medicine; Intensive care medicine; Medical physics; Antibiotics; Immunology; Microbiology; 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":[0.00768436,0.0007414038,0.001449554,0.002561525,0.0006957508,0.003563788,0.001877887,0.001419695,0.003802536],"category_scores_gemma":[0.02943043,0.0004522727,0.001187967,0.0006992762,0.0005519607,0.00133798,0.001495081,0.001522613,0.001595738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007984465,"about_ca_system_score_gemma":0.003862184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003361575,"about_ca_topic_score_gemma":0.002816295,"domain_scores_codex":[0.9948761,0.00118454,0.0009656168,0.0007951948,0.001979637,0.0001989665],"domain_scores_gemma":[0.9686273,0.02251513,0.00103531,0.001239734,0.005918294,0.0006642849],"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":[0.002366883,0.001412561,0.02672712,0.001056313,0.0007418032,0.00261322,0.0003048587,0.1733963,0.01272084,0.02258206,0.03525455,0.7208235],"study_design_scores_gemma":[0.0004425428,0.0003056854,0.002289569,0.0002615671,0.0003257208,0.0008854103,0.00007685695,0.9482192,0.01489577,0.01438391,0.01786909,0.00004480996],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08338309,0.0009175331,0.8867732,0.003520923,0.0007239663,0.002079656,0.004872261,0.007308204,0.01042118],"genre_scores_gemma":[0.4029611,0.0003637569,0.5868411,0.001026841,0.000265917,0.0005419303,0.005183209,0.0001657045,0.002650377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00768436,"threshold_uncertainty_score":0.04063928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0308402828055975,"score_gpt":0.3471436144096371,"score_spread":0.3163033316040397,"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."}}