{"id":"W2345386511","doi":"","title":"The impact of nocturnal hemodialysis on sleep apnea in ESRD patients.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Restless Legs Syndrome Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Hemodialysis; Nocturnal; Sleep apnea; Apnea; Obstructive sleep apnea; Sleep (system call); Intensive care medicine; Cardiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000787164,0.0001084332,0.0002650386,0.0002224749,0.00004150753,0.00001992333,0.0001361665,0.00006279462,0.00006704227],"category_scores_gemma":[0.001439522,0.00006088668,0.0001729109,0.000395951,0.00008713778,0.0000439485,0.00002233372,0.0002799536,0.00002162312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002596695,"about_ca_system_score_gemma":0.00006386269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001428456,"about_ca_topic_score_gemma":0.00001060184,"domain_scores_codex":[0.9983738,0.0001646486,0.0002770337,0.0001656437,0.0005308548,0.000488021],"domain_scores_gemma":[0.9990003,0.0002437048,0.00007619583,0.0003854667,0.0001030286,0.0001913613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004087499,0.0005174719,0.790409,0.00002612037,0.0001656731,0.00002676075,0.0001371943,0.0001375774,0.00005155702,0.0001428169,0.0008034387,0.2071736],"study_design_scores_gemma":[0.001694998,0.0001470332,0.9960358,0.000008208333,0.00001486754,0.000008448072,0.00001650429,0.0001161239,0.001173963,0.0001839064,0.0005425312,0.00005760838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798367,0.0001185608,0.000007836244,0.0002825914,0.00005564832,0.0007309488,0.000003910528,0.00000789462,0.0189559],"genre_scores_gemma":[0.9990944,0.00002739602,0.00002211667,0.00002558184,0.00002418014,0.0002947489,0.000004638036,0.00001633963,0.0004905454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.207116,"threshold_uncertainty_score":0.2482887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02825081530529831,"score_gpt":0.2988985630275592,"score_spread":0.2706477477222609,"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."}}