{"id":"W4411749137","doi":"10.1007/s10067-025-07537-2","title":"Letter to the editor: “A systematic review of prevalence and predictors of depression in systemic sclerosis based on the CES‑D, BDI, and PHQ-9 self‑assessment questionnaires”","year":2025,"lang":"en","type":"letter","venue":"Clinical Rheumatology","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Depression (economics); Rheumatology; Internal medicine; Patient Health Questionnaire; Self-assessment; Clinical psychology; Physical therapy; Family medicine; Psychiatry; Depressive symptoms; Cognition; Psychology","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":[0.002942898,0.0003447956,0.002344316,0.0001750765,0.00006185698,0.00001259893,0.000392203,0.0009298804,0.00001796068],"category_scores_gemma":[0.00492439,0.0001651953,0.000282296,0.0002532277,0.0003277605,0.00002181924,0.0001636069,0.001304682,0.000004315876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007438518,"about_ca_system_score_gemma":0.0003328245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003146761,"about_ca_topic_score_gemma":0.000001382388,"domain_scores_codex":[0.9931475,0.002712602,0.002655874,0.0006293661,0.0005932833,0.0002613791],"domain_scores_gemma":[0.9882529,0.009098662,0.00119096,0.001140015,0.0002139782,0.0001035283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000360529,0.00008472556,0.08162174,0.3889448,0.0001556067,0.000005389466,0.00003033942,0.000001176875,0.000002302198,0.000004911443,0.5290822,0.00003075451],"study_design_scores_gemma":[0.0007782079,0.0002437447,0.02894425,0.966541,0.001657155,0.00004281363,0.00002265568,0.0002618084,0.000004913719,0.000003321398,0.001359564,0.0001406004],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06421586,0.3168093,0.00006589924,0.5992314,0.008328297,0.01096979,0.0001511116,0.00008941085,0.0001388847],"genre_scores_gemma":[0.4894615,0.1880329,0.00005191342,0.3199295,0.001295416,0.00105399,0.00003933274,0.00004743678,0.0000880874],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5775962,"threshold_uncertainty_score":0.7172089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315503952981246,"score_gpt":0.318592638279314,"score_spread":0.2954375987495015,"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."}}