{"id":"W4283695675","doi":"10.1136/annrheumdis-2022-eular.2614","title":"POS0648 SEX DIFFERENCES IN ADVERSE DRUG REACTIONS FROM BIOLOGICAL USE IN PATIENTS WITH IMMUNE-MEDIATED INFLAMMATORY DISEASES","year":2022,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"UCB Pharma","keywords":"Medicine; Adalimumab; Etanercept; MedDRA; Rheumatoid arthritis; Internal medicine; Pharmacovigilance; Adverse effect","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":[],"consensus_categories":[],"category_scores_codex":[0.0001835052,0.0001813082,0.000441429,0.000124564,0.0001444719,0.00000958552,0.000399577,0.00006675656,0.000786666],"category_scores_gemma":[0.0007083647,0.0001056566,0.0001554094,0.0003075797,0.0003838773,0.0001098362,0.0002949304,0.0002580976,0.000007305506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002436842,"about_ca_system_score_gemma":0.00006678869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006081712,"about_ca_topic_score_gemma":0.00005100314,"domain_scores_codex":[0.9977862,0.001051184,0.0005190716,0.0002586172,0.000108081,0.0002768883],"domain_scores_gemma":[0.9981549,0.001126335,0.0002600269,0.0003722774,0.0000435913,0.00004290706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005968599,0.001304281,0.9960403,0.00002096665,0.0001716767,0.000002600644,0.0001478856,0.0000208747,0.0001282615,0.00006935094,0.0005028119,0.0009941255],"study_design_scores_gemma":[0.001136602,0.0001213981,0.9967149,0.0001549209,0.00005079055,3.271791e-7,0.0005563078,0.00002026577,0.000160114,0.000696749,0.0002342843,0.0001533255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963688,0.001296218,0.000001039944,0.0004548559,0.0001706286,0.0003348294,0.001330886,0.00002429412,0.00001840367],"genre_scores_gemma":[0.9991671,0.0001425829,0.00001912138,0.000250153,0.000003164069,0.00005928997,0.0001889874,0.000008774867,0.0001608148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002798267,"threshold_uncertainty_score":0.8613442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03339306425167516,"score_gpt":0.2544569131952393,"score_spread":0.2210638489435642,"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."}}