{"id":"W4303453603","doi":"10.1177/09612033221128742","title":"Immunosuppression use in primary antiphospholipid antibody-positive patients: Descriptive analysis of the AntiPhospholipid Syndrome Alliance for Clinical Trials and InternatiOnal Networking (APS ACTION) Clinical Database and Repository (“Registry”)","year":2022,"lang":"en","type":"article","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Calgary","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases","keywords":"Medicine; Antiphospholipid syndrome; Immunosuppression; Internal medicine; Anemia; Disease; Clinical trial; Pediatrics; Database; 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":[],"consensus_categories":[],"category_scores_codex":[0.004885077,0.0002246026,0.001410561,0.0002170779,0.0002777702,0.00006415183,0.0003358771,0.0001583554,0.0000222788],"category_scores_gemma":[0.002696447,0.0001702261,0.0004632518,0.0006913489,0.0004218356,0.0002973282,0.0007925592,0.0006961756,4.308401e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798099,"about_ca_system_score_gemma":0.0001982784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705406,"about_ca_topic_score_gemma":0.00002126981,"domain_scores_codex":[0.9944493,0.001806813,0.002005985,0.0007478665,0.0006718081,0.0003182873],"domain_scores_gemma":[0.9943017,0.003423422,0.001119258,0.0007256853,0.0002855152,0.0001444459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003681652,0.0005898071,0.9880964,0.0001323825,0.001395441,0.0000596979,0.0003420144,0.00001168956,0.001634684,0.0000191972,0.002358621,0.00167843],"study_design_scores_gemma":[0.008867873,0.0005551449,0.9760737,0.001050714,0.001280134,0.001753533,0.001042273,0.003067022,0.0003498535,0.0000109342,0.005709974,0.0002388704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988291,0.001774924,0.000168058,0.0001726376,0.007398874,0.001691103,0.0003971707,0.00001825556,0.00008793899],"genre_scores_gemma":[0.9938858,0.002980964,0.0004961933,0.0001486104,0.000223855,0.0001139625,0.000568182,0.00003348925,0.001548958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01202271,"threshold_uncertainty_score":0.694162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1565789974811432,"score_gpt":0.4390870704253022,"score_spread":0.282508072944159,"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."}}