{"id":"W4404733663","doi":"10.69750/dmls.01.08.077","title":"The Impact of Surgical Timing on Outcomes in Patients Undergoing Arteriovenous FistulaCreation for Hemodialysis. A Meta-analysis","year":2024,"lang":"en","type":"article","venue":"Developmental medico-life-sciences","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Arteriovenous fistula; Dialysis; Meta-analysis; Subgroup analysis; Thrombosis; Intensive care medicine; Internal medicine; Surgery","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":[0.01788479,0.002738344,0.01303433,0.005089049,0.0005858928,0.003400598,0.001978588,0.002598393,0.002850892],"category_scores_gemma":[0.02974235,0.001396116,0.07237181,0.005491404,0.0005395413,0.001470052,0.001409537,0.002175829,0.0002941293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673536,"about_ca_system_score_gemma":0.002034148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005097917,"about_ca_topic_score_gemma":0.00640367,"domain_scores_codex":[0.9901114,0.005396647,0.002136012,0.001171584,0.0008186542,0.0003656907],"domain_scores_gemma":[0.9779584,0.01615599,0.003378341,0.001105721,0.001056505,0.0003451701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004308867,0.00003157524,0.007609165,0.04647872,0.9361246,0.0000773236,0.00002907988,0.0008242839,0.0001470106,0.00007440906,0.000252615,0.004042301],"study_design_scores_gemma":[0.0004913361,0.0002096742,0.004015333,0.002109748,0.9921583,0.00004561236,0.00001525877,0.0002730009,0.00006865986,0.0001223246,0.0004761187,0.00001455415],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02760943,0.9672145,0.002025628,0.0003926211,0.0003710109,0.0003574246,0.001428098,0.00006405444,0.000537141],"genre_scores_gemma":[0.665037,0.3233841,0.004984296,0.00132211,0.0005418039,0.001558234,0.002341398,0.00009987824,0.0007311943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01788479,"threshold_uncertainty_score":0.09458494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194745194139397,"score_gpt":0.4142375438698165,"score_spread":0.2947630244558769,"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."}}