{"id":"W4414533661","doi":"10.1007/s40620-025-02431-1","title":"Exploring vascular access survival in prevalent thrice-weekly in-centre nocturnal haemodialysis patients","year":2025,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"University Hospitals of Leicester NHS Trust","keywords":"Vascular access; Nocturnal; Vascular disease; Hemodialysis; Nephrology; Proportional hazards model","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":[0.00137088,0.0001765279,0.0002908388,0.0006603848,0.0003465816,0.0006990307,0.0003329907,0.0003712925,0.001057307],"category_scores_gemma":[0.003798618,0.0001375667,0.0004319376,0.0007441215,0.0002020803,0.000474816,0.0004384621,0.0005312668,0.0001166699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003436348,"about_ca_system_score_gemma":0.0003306025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855576,"about_ca_topic_score_gemma":0.004812446,"domain_scores_codex":[0.9993607,0.0002129082,0.00006646114,0.0001286191,0.00009517486,0.0001360398],"domain_scores_gemma":[0.9966298,0.0006415221,0.001888175,0.0001283626,0.0002442962,0.000467817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001464796,0.00002739622,0.9991073,0.000008590811,0.00001751785,0.00001948866,0.00007427361,0.0000111582,0.00004475559,0.000004033484,0.00001668829,0.0005222416],"study_design_scores_gemma":[0.00000486613,0.0002128375,0.9993327,0.000005773968,0.00001519362,0.0001055487,0.0001869959,0.00004863085,0.00002230231,0.00000634144,0.00005662503,0.000002100675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996654,0.0001051107,0.00002606673,0.000009974591,0.000002147067,0.000003271108,0.00008425125,5.564881e-7,0.0001032143],"genre_scores_gemma":[0.9997987,0.00003757685,0.00002693638,0.000007034552,0.000003610762,0.000003962392,0.00009377103,3.9485e-7,0.00002796597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003855576,"threshold_uncertainty_score":0.00766629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072330165870886,"score_gpt":0.3727551637592749,"score_spread":0.2655221471721863,"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."}}