{"id":"W2592253867","doi":"10.1177/2054358117695784","title":"Assessing Risk of Disease Progression and Pharmacological Management of Autosomal Dominant Polycystic Kidney Disease","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Genetic and Kidney Cyst Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; HalTech; St. Michael's Hospital; The Scarborough Hospital; Seven Oaks General Hospital; University of Manitoba; Foothills Medical Centre; University of British Columbia; University of Calgary; Hôpital du Sacré-Cœur de Montréal; McGill University; University of Toronto; Lakeshore General Hospital; St. Paul's Hospital; Royal Victoria Hospital; Dalhousie University","funders":"Amgen","keywords":"Medicine; Tolvaptan; Autosomal dominant polycystic kidney disease; Polycystic kidney disease; Kidney disease; Disease; Internal medicine; Nephrology; Renal replacement therapy; Gynecology; Intensive care medicine; Heart failure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002971941,0.000185799,0.0004942729,0.0007933253,0.0005433969,0.0009941165,0.0004287705,0.0005376565,0.001233605],"category_scores_gemma":[0.01358345,0.00008479955,0.0004867797,0.0008653975,0.0002520526,0.0004211307,0.0003112819,0.0008841529,0.0001861322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003139144,"about_ca_system_score_gemma":0.007222714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1507524,"about_ca_topic_score_gemma":0.3127221,"domain_scores_codex":[0.9977325,0.0006521475,0.000296749,0.0001038709,0.001072733,0.0001419226],"domain_scores_gemma":[0.9952937,0.001410453,0.0009660271,0.00008749692,0.001773473,0.0004688326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005147985,0.0002239214,0.6665303,0.001202642,0.0003391002,0.0005290541,0.0006565615,0.001045574,0.0004924744,0.001158918,0.01568267,0.311624],"study_design_scores_gemma":[0.0001229431,0.0005310811,0.9564728,0.003854425,0.0007300277,0.001606053,0.0009443368,0.002666633,0.001081134,0.001290977,0.03063199,0.0000674982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6911103,0.1322599,0.006561009,0.05620855,0.0005585463,0.0006853779,0.006626166,0.0002039148,0.1057862],"genre_scores_gemma":[0.965652,0.02267353,0.006508566,0.002096478,0.0001640334,0.0000708844,0.001050158,0.00001268739,0.001771493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8492476,"threshold_uncertainty_score":0.2997498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524047491193952,"score_gpt":0.3203344777343213,"score_spread":0.3050940028223818,"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."}}