{"id":"W4410518764","doi":"10.1016/j.kint.2025.02.016","title":"The Standardized Outcomes in Nephrology (SONG) initiative: a decade of harmonizing patient voices and research in kidney disease","year":2025,"lang":"en","type":"editorial","venue":"Kidney International","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bruyère; University of Calgary; University of Alberta; University of British Columbia","funders":"Universiteit Gent; Universitair Ziekenhuis Gent; Singapore General Hospital; National University of Singapore","keywords":"Nephrology; Medicine; Internal medicine; Kidney disease; Intensive care medicine; MEDLINE; Family medicine; Political science","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":[0.05916446,0.004694324,0.009598485,0.007695651,0.004378493,0.01944929,0.007538357,0.02969139,0.00901641],"category_scores_gemma":[0.155692,0.00196852,0.004814459,0.005893954,0.006693006,0.01085913,0.004626491,0.04391276,0.005282777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008118056,"about_ca_system_score_gemma":0.01558486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00614896,"about_ca_topic_score_gemma":0.01544423,"domain_scores_codex":[0.9671561,0.009592433,0.005449901,0.002261798,0.01423016,0.001309559],"domain_scores_gemma":[0.7887414,0.1422931,0.009149856,0.004082651,0.0424517,0.01328128],"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":[0.0000317083,0.00001125156,0.00002825392,0.0003373129,0.00004533867,0.00003270637,0.00001983269,0.0000188941,0.000009171612,0.0009427087,0.9933582,0.005164692],"study_design_scores_gemma":[0.0003093817,0.00004379576,0.0005968669,0.002439684,0.0002867664,0.0001697296,0.0001424854,0.0002994407,0.00007860602,0.006108383,0.9894577,0.00006705835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001839941,0.01062406,0.0001667603,0.07323554,0.9153274,0.00001372876,0.00007556338,0.00004128958,0.0004971745],"genre_scores_gemma":[0.000232675,0.005293633,0.0001368947,0.02118387,0.9719571,0.00002180712,0.00002973384,0.00003192261,0.00111238],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05916446,"threshold_uncertainty_score":0.3128954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2348899823312056,"score_gpt":0.4672190175884585,"score_spread":0.2323290352572529,"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."}}