{"id":"W4400577480","doi":"10.1097/md.0000000000038374","title":"Research on cognitive impairment and potential risk factors in peritoneal dialysis patients: An observational study","year":2024,"lang":"en","type":"article","venue":"Medicine","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Continuous ambulatory peritoneal dialysis; Peritoneal dialysis; Renal function; Incidence (geometry); Dialysis; Montreal Cognitive Assessment; Risk factor; Logistic regression; Gastroenterology; Dementia; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001150153,0.0002489715,0.0005709809,0.001044645,0.0006659628,0.0007334963,0.0003465657,0.0004417959,0.0007284703],"category_scores_gemma":[0.003344963,0.0002635271,0.0006186907,0.002400995,0.0002815204,0.0006300503,0.000482073,0.0007390964,0.0001446596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002671148,"about_ca_system_score_gemma":0.0005005412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004717312,"about_ca_topic_score_gemma":0.004634654,"domain_scores_codex":[0.9991813,0.0002810679,0.0001533425,0.0001205852,0.000154186,0.0001095428],"domain_scores_gemma":[0.9974118,0.0004644189,0.001394704,0.0001652391,0.0002159523,0.0003479732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004891145,0.00004294474,0.9994118,0.00001197906,0.00003812117,0.0000416829,0.00004715293,0.000006203567,0.00003049475,0.000005425843,0.0000184228,0.0002968686],"study_design_scores_gemma":[0.000008847021,0.0001605066,0.9991009,0.00001020499,0.00004044288,0.0002600951,0.000219652,0.00005667105,0.00001776137,0.00001327409,0.000108682,0.000002881517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990281,0.0004771382,0.00004716194,0.00003298169,0.000004079134,0.000008275501,0.0001966635,9.029002e-7,0.0002047891],"genre_scores_gemma":[0.9993737,0.0002567996,0.00005661326,0.0000358297,0.0000120267,0.00001160977,0.0002189473,5.655492e-7,0.00003399484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004717312,"threshold_uncertainty_score":0.009379745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029305813513999,"score_gpt":0.4043428665815789,"score_spread":0.3014122852301789,"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."}}