{"id":"W4416131638","doi":"10.1038/s41440-025-02438-y","title":"Carotid pulsatile energy fraction surpasses traditional hemodynamic markers in explaining cognitive impairment among hemodialysis patients","year":2025,"lang":"en","type":"article","venue":"Hypertension Research","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanghai Educational Development Foundation","keywords":"Pulsatile flow; Hemodialysis; Montreal Cognitive Assessment; Cognition; Hemodynamics; Body mass index; Arterial stiffness; Intima-media thickness","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009942577,0.0001583839,0.000375245,0.00134035,0.0002996028,0.00004858674,0.00009690483,0.00007712236,0.0008201876],"category_scores_gemma":[0.0003713124,0.0001378406,0.0001794333,0.001264041,0.0001252074,0.0001244317,0.0001683124,0.0003530217,0.00001379577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000519574,"about_ca_system_score_gemma":0.0001915492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109475,"about_ca_topic_score_gemma":0.0001166913,"domain_scores_codex":[0.9969402,0.0005174919,0.0003572837,0.0004927394,0.001253135,0.0004391828],"domain_scores_gemma":[0.9985505,0.0005245009,0.00005764608,0.0002318528,0.0004698511,0.0001656509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003601632,0.00846919,0.891679,0.0003597962,0.001085452,0.0006266211,0.000255215,0.0005420789,0.001775859,0.0007453042,0.03679877,0.05406107],"study_design_scores_gemma":[0.003161552,0.0002916277,0.9797176,0.000319815,0.000146186,0.000001886027,0.00204132,0.01291381,0.0002794882,0.0001841337,0.0008059673,0.0001366532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891202,0.00007941052,0.0001291725,0.0005532791,0.0001374852,0.0005984133,0.00003593816,0.00002668188,0.009319347],"genre_scores_gemma":[0.9967834,0.0001500432,0.00005295714,0.0005119229,0.00004295969,0.0003832315,0.001135724,0.0000181724,0.0009215278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08803855,"threshold_uncertainty_score":0.8980479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04351086496239961,"score_gpt":0.3100463980859801,"score_spread":0.2665355331235805,"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."}}