{"id":"W4386220262","doi":"10.1136/ard-2023-224609","title":"2023 ACR/EULAR antiphospholipid syndrome classification criteria","year":2023,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":424,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Antiphospholipid syndrome; Internal medicine; Lupus anticoagulant; Rheumatology; Gold standard (test); Cohort; Physical therapy; Thrombosis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005584423,0.0001585071,0.0004621441,0.0001892393,0.0001037266,0.00003242289,0.0004047178,0.00006559984,0.0004325175],"category_scores_gemma":[0.001558664,0.0001044992,0.0002899058,0.0009197855,0.000178909,0.0001040475,0.0001809232,0.00009524712,0.0008303459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002432046,"about_ca_system_score_gemma":0.000173383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004160642,"about_ca_topic_score_gemma":9.232108e-7,"domain_scores_codex":[0.9978831,0.0001592929,0.0005124342,0.0002493756,0.0008168636,0.0003789133],"domain_scores_gemma":[0.9980386,0.0002816058,0.0002013731,0.001042873,0.0002358306,0.0001996428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004698795,0.001051703,0.2398039,0.01456126,0.001275434,0.0001610549,0.001865966,0.00002644893,0.006366005,0.001977057,0.7163343,0.01610694],"study_design_scores_gemma":[0.001389933,0.0001988245,0.9742585,0.007232806,0.0002117203,0.001227243,0.002312311,0.004845578,0.00250726,0.003501208,0.002030385,0.0002842581],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908147,0.001176055,0.00001030389,0.005695668,0.0003737584,0.000698638,0.0000983588,0.0001310147,0.001001534],"genre_scores_gemma":[0.9942835,0.0009298092,0.00002237538,0.0001793145,0.00003625239,0.00007939616,0.00005115654,0.00003603031,0.004382167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7344545,"threshold_uncertainty_score":0.9999476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096515987606624,"score_gpt":0.3879118886170709,"score_spread":0.2782602898564085,"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."}}