{"id":"W4414736673","doi":"10.3899/jrheum.2025-0922","title":"Improving Mental Health Care for People With Systemic Lupus Erythematosus: Time to Take Action","year":2025,"lang":"en","type":"editorial","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children; Toronto Western Hospital","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Canadian Institutes of Health Research; National Institutes of Health; Department of Medicine, University of Toronto; University of Toronto; Lupus Research Alliance","keywords":"Mental health; Depression (economics); Action (physics); Systemic lupus erythematosus; Mental health care; Health care; Systemic lupus","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.010555,0.003413291,0.003857655,0.00224636,0.00276364,0.008053606,0.003542281,0.01539476,0.01905049],"category_scores_gemma":[0.03199797,0.001028366,0.002526359,0.001318389,0.001880423,0.00603277,0.001447093,0.02163459,0.01203009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003236714,"about_ca_system_score_gemma":0.006051066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001739196,"about_ca_topic_score_gemma":0.005491344,"domain_scores_codex":[0.993874,0.001444538,0.0008690657,0.0004012526,0.00299917,0.000412086],"domain_scores_gemma":[0.9650022,0.01500594,0.001634942,0.0007498644,0.01156984,0.006037248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005352069,0.00002128458,0.00002878474,0.000348949,0.00002083813,0.0000514893,0.00001379885,0.00001304033,0.00002830209,0.0001623306,0.9911459,0.008111613],"study_design_scores_gemma":[0.0002840943,0.00009512365,0.000609308,0.001518944,0.000141137,0.0002325231,0.0001652772,0.000159237,0.00008573363,0.001267634,0.9954103,0.00003065119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004501925,0.007682494,0.00006188855,0.05379633,0.9368997,0.00003070655,0.00004456552,0.0000707592,0.00136857],"genre_scores_gemma":[0.0004464251,0.008613789,0.0001433208,0.03220388,0.9540901,0.00003700846,0.0000436117,0.00002789251,0.00439396],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01905049,"threshold_uncertainty_score":0.06373018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009834580839145552,"score_gpt":0.3017165565174181,"score_spread":0.2918819756782725,"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."}}