{"id":"W4409046488","doi":"10.1159/000544968","title":"Can-SOLVE CKD: Reflections on Successes, Challenges, and Future Opportunities in Patient-Oriented Kidney Research","year":2025,"lang":"en","type":"letter","venue":"˜The œNephron journals/Nephron journals","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Providence Health Care; University of Toronto; University Health Network; Institute of Indigenous Peoples' Health; South Health Campus; University of Calgary; BC Innovation Council; University of British Columbia","funders":"","keywords":"Engineering ethics; Medicine; Sociology; Engineering","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":[0.02741485,0.0008812122,0.002045678,0.00110149,0.007844049,0.01058847,0.002903281,0.07521799,0.01113367],"category_scores_gemma":[0.08030591,0.0008692212,0.001665057,0.001419709,0.01092525,0.01757084,0.007549952,0.08410554,0.005453145],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007200091,"about_ca_system_score_gemma":0.01897085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007189097,"about_ca_topic_score_gemma":0.0168013,"domain_scores_codex":[0.9850817,0.005461627,0.001962156,0.00107602,0.004619109,0.001799347],"domain_scores_gemma":[0.9057315,0.05988688,0.00282706,0.002018115,0.01217739,0.01735913],"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":[0.00006220189,0.00007959842,0.0005862453,0.0001211165,0.00001725491,0.0007425596,0.0003926316,0.00005551943,0.0001077769,0.009143775,0.9743994,0.01429186],"study_design_scores_gemma":[0.0001656815,0.00007718454,0.001029087,0.001064179,0.000029713,0.0009521361,0.002100618,0.000320145,0.0001112957,0.0304791,0.9635592,0.0001116704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006259581,0.001537837,0.00003451204,0.9905973,0.007335969,0.000001773659,0.000006213128,0.000004701308,0.0004190502],"genre_scores_gemma":[0.001827903,0.002669193,0.000286596,0.9627143,0.03095648,0.00001331324,0.00001132106,0.00001341671,0.001507453],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9928109,"threshold_uncertainty_score":0.1449853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1968022963380818,"score_gpt":0.3964195681382412,"score_spread":0.1996172718001594,"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."}}