{"id":"W4377090381","doi":"10.1136/ard-2023-224197","title":"Systemic Lupus Erythematosus Women with Lupus Nephritis in Pregnancy Therapeutic Challenge (SWITCH): The Systemic Lupus International Collaborating Clinics experience","year":2023,"lang":"en","type":"letter","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Toronto; Queen Elizabeth II Health Sciences Centre; Université Laval; Toronto Western Hospital; Centre hospitalier universitaire de Québec; University of Calgary; McGill University Health Centre","funders":"","keywords":"Medicine; Lupus nephritis; Systemic lupus erythematosus; Systemic lupus; Pregnancy; Immunology; Dermatology; Internal medicine; Disease","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":[0.001164762,0.0002600428,0.0002576942,0.0002031002,0.002718505,0.001562427,0.000404461,0.003403007,0.003824642],"category_scores_gemma":[0.003745875,0.0001964453,0.0002453433,0.0004616591,0.0005603835,0.0008021467,0.001003595,0.003508402,0.0004856062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001579488,"about_ca_system_score_gemma":0.00294186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121332,"about_ca_topic_score_gemma":0.02440723,"domain_scores_codex":[0.9992073,0.0002535736,0.00004535295,0.00006842849,0.000136013,0.00028931],"domain_scores_gemma":[0.9983139,0.0005105505,0.0001939529,0.00004477928,0.0001121878,0.0008245417],"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":[0.0007483831,0.001238271,0.1684381,0.0001881616,0.00009530596,0.2364711,0.01080689,0.0004670973,0.001824377,0.006146988,0.4802347,0.09334066],"study_design_scores_gemma":[0.0007723214,0.001334521,0.1881651,0.001438178,0.0002003755,0.2862139,0.04191998,0.001506418,0.0005962499,0.004788979,0.4729189,0.0001450569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3462189,0.008961505,0.0005329046,0.5126342,0.006580804,0.0001543008,0.0003718009,0.00007828911,0.1244673],"genre_scores_gemma":[0.7525018,0.008172929,0.0006083066,0.2152566,0.005836294,0.000115484,0.0002773551,0.00006469831,0.01716657],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0121332,"threshold_uncertainty_score":0.02412516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05497392476642165,"score_gpt":0.3347435915772372,"score_spread":0.2797696668108156,"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."}}