{"id":"W4403812437","doi":"10.1681/asn.2024yq57den0","title":"Patient Perspectives on Incremental Peritoneal Dialysis: A National Survey","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Peritoneal dialysis; Medicine; Urology; Intensive care medicine; Internal medicine","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":[0.002301172,0.0001374252,0.0003373649,0.0008541739,0.0006207165,0.0007283637,0.000438585,0.0007127516,0.002041175],"category_scores_gemma":[0.005159804,0.0002822059,0.0005471793,0.001786299,0.0003466143,0.001076836,0.0009539229,0.0009035122,0.0005700092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006392679,"about_ca_system_score_gemma":0.0006972047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01316396,"about_ca_topic_score_gemma":0.01176204,"domain_scores_codex":[0.9979228,0.0007260703,0.000384504,0.0002060203,0.0004596275,0.000300999],"domain_scores_gemma":[0.9953011,0.001005718,0.001900071,0.0001837211,0.0007568504,0.0008524809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003597008,0.00007202559,0.9969409,0.00002724003,0.00002035661,0.00003846901,0.0006754883,0.00004056226,0.00005814865,0.00001795379,0.0005396503,0.0015332],"study_design_scores_gemma":[0.00000718962,0.0001576198,0.9954618,0.00002539895,0.0000119983,0.0001680951,0.003010734,0.0001638821,0.00004146995,0.00001513563,0.0009276753,0.000009091739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946167,0.0001069804,0.00006326901,0.0004721142,0.000007892289,0.00003894146,0.003202368,0.000004734377,0.001487116],"genre_scores_gemma":[0.9973975,0.0001988736,0.0001312,0.0003606091,0.000007705705,0.00006152603,0.0016001,0.000002638434,0.0002398174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01316396,"threshold_uncertainty_score":0.02617466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867930248986612,"score_gpt":0.2981258920137772,"score_spread":0.2794465895239111,"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."}}