{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002658874,0.0002627658,0.0005854036,0.0003598369,0.00007583462,0.00003691098,0.0001415993,0.0003821302,0.00001140599],"category_scores_gemma":[0.0002244738,0.0002254145,0.0002742621,0.0001414287,0.00005481735,0.00005112938,0.0003728009,0.005750545,0.00005271425],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433549,"about_ca_system_score_gemma":0.0104945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003128003,"about_ca_topic_score_gemma":0.0001218639,"domain_scores_codex":[0.9969419,0.00006965287,0.001066348,0.0004336656,0.0005255218,0.0009628886],"domain_scores_gemma":[0.9987631,0.0001149894,0.0004291915,0.0002948577,0.0001991258,0.0001987499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001196425,0.0004110389,0.0008340496,0.0001826691,0.002197552,0.00006608306,0.0004035085,0.00005714759,0.0008525283,0.01358151,0.00006707722,0.9812272],"study_design_scores_gemma":[0.006598856,0.0005372258,0.04234389,0.00590469,0.002089924,0.009596637,0.004614525,0.0004085327,0.007278216,0.795688,0.1236246,0.001314881],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891586,0.003674404,0.001984617,0.0005514033,0.001204281,0.0002858516,0.000003901664,0.00004978673,0.003087105],"genre_scores_gemma":[0.9773241,0.01435328,0.006013342,0.00002953237,0.0006678384,0.00001141771,0.00004139192,0.00005931021,0.001499776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9799123,"threshold_uncertainty_score":0.9965432,"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."}}