{"id":"W4413116272","doi":"10.1186/s12882-025-04393-9","title":"Patient perspective and satisfaction with different types of vascular access in hemodialysis: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMC Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Meta-analysis; Internal medicine; Patient satisfaction; Physical therapy; Dialysis; Social support; Surgery; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006041816,0.0004670897,0.01146939,0.0008716634,0.0001320804,0.00001227684,0.0001594274,0.0003577909,0.0002002866],"category_scores_gemma":[0.0001799886,0.0002647556,0.001450255,0.001117198,0.00008588115,0.00005980853,0.0002156471,0.0004673389,0.000002602188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214693,"about_ca_system_score_gemma":0.0002793512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001543378,"about_ca_topic_score_gemma":0.01197931,"domain_scores_codex":[0.9941159,0.003216815,0.001458649,0.0006585708,0.0002053901,0.0003446192],"domain_scores_gemma":[0.9965382,0.00127019,0.001288204,0.0006335434,0.000183852,0.00008606983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000015408,0.00006637738,0.0005517178,0.8847226,0.1128534,0.000002412291,0.0005790308,0.000003642178,2.033063e-8,0.0002578968,0.00001910005,0.0009283854],"study_design_scores_gemma":[0.0002063945,0.00008754756,0.0004294377,0.02163044,0.9764166,0.000002758186,0.0002264904,0.000009350556,2.093293e-8,0.00007065816,0.0006932084,0.0002271327],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001972057,0.9939714,0.0001834757,0.00008260964,0.00002172601,0.005386678,0.00009156794,0.00001416151,0.00005119831],"genre_scores_gemma":[0.0007261238,0.9964094,0.00007810017,0.0004253315,0.00001066923,0.002222311,0.00004191186,0.00002130124,0.00006481132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8635631,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0749212450583569,"score_gpt":0.3972200828382298,"score_spread":0.3222988377798729,"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."}}