{"id":"W7105213230","doi":"10.17605/osf.io/4m5kj","title":"Lock Solutions for Central Venous Catheters in Hemodialysis: A Comprehensive Systematic Review and Meta-Analysis","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catheter; Vascular access; Observational study; Hemodialysis; Lock (firearm); Adverse effect; Randomized controlled trial; Central venous catheter","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","metaepi_broad","bibliometrics","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0106397,0.001795323,0.01776897,0.004261237,0.001992682,0.003445296,0.01102567,0.0008444661,0.003379954],"category_scores_gemma":[0.008046709,0.001507304,0.004270388,0.03005944,0.003452385,0.001051626,0.004308503,0.001367593,0.0008566132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001731027,"about_ca_system_score_gemma":0.003868296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001474269,"about_ca_topic_score_gemma":0.001209928,"domain_scores_codex":[0.9839856,0.002195313,0.003474675,0.004624764,0.002119434,0.003600212],"domain_scores_gemma":[0.9854988,0.00246298,0.003561431,0.006097978,0.001430076,0.0009487013],"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":[0.000103484,0.00224984,0.0000288122,0.4499184,0.5157715,0.00004542766,0.003644238,0.00651747,0.000024685,0.01398508,0.00764678,0.00006421337],"study_design_scores_gemma":[0.0003588634,0.0001304437,0.00004296768,0.04508101,0.9460303,0.00001107592,0.0008166927,0.002814965,0.000003701745,0.001807208,0.001411838,0.001490975],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00002713617,0.8418262,0.04507045,0.00595324,0.00078012,0.08563732,0.00682039,0.0001274989,0.01375763],"genre_scores_gemma":[0.1159153,0.08020406,0.3179905,0.05280335,0.0004606222,0.08377273,0.0008492687,0.003751493,0.3442527],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7616221,"threshold_uncertainty_score":0.9999213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09214524782957097,"score_gpt":0.370998163661013,"score_spread":0.278852915831442,"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."}}