{"id":"W4247715039","doi":"10.21203/rs.2.9318/v2","title":"Structural network topology correlates to cognitive impairment and iPTH level in End-stage renal disease patients with peritoneal dialysis","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Secondary hyperparathyroidism; Diffusion MRI; End stage renal disease; Medicine; Cognition; Peritoneal dialysis; Internal medicine; Hemodialysis; Magnetic resonance imaging; Radiology; Parathyroid hormone; Psychiatry","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":[0.0002441064,0.00023151,0.0001940656,0.0007841637,0.0001859327,0.000409947,0.0002227296,0.0002599737,0.001292],"category_scores_gemma":[0.002988768,0.0001110974,0.0002073846,0.0006939367,0.0001743888,0.0003947061,0.0003456514,0.0002363005,0.0000905475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435389,"about_ca_system_score_gemma":0.0001506105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002447152,"about_ca_topic_score_gemma":0.003129666,"domain_scores_codex":[0.9998797,0.00003275339,0.00001630441,0.00003017778,0.00002261831,0.0000183794],"domain_scores_gemma":[0.9987988,0.0002575747,0.0006455833,0.00005426253,0.0001161346,0.0001276075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001820871,0.00004185662,0.9945894,0.00002042526,0.0001581559,0.0001577868,0.0001472336,0.0006534483,0.0008318303,0.0000741204,0.00008643103,0.00305716],"study_design_scores_gemma":[0.000006161314,0.00006311786,0.9968956,0.00000520997,0.0000375628,0.0002932484,0.0001177631,0.00216357,0.0001206214,0.0002152887,0.00007792967,0.000003922377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993475,0.00009984289,0.0001796012,0.00003021242,0.000001474025,0.000004004322,0.0001234327,0.000003441498,0.0002105114],"genre_scores_gemma":[0.9997587,0.00002951819,0.0000763732,0.000002703276,0.00000211365,0.000003002906,0.00009137852,5.228808e-7,0.00003565976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002447152,"threshold_uncertainty_score":0.004865766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06915050906478715,"score_gpt":0.3522816023253242,"score_spread":0.283131093260537,"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."}}