{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01225173,0.001844444,0.01179186,0.005845414,0.0005490659,0.00274977,0.001731045,0.001727545,0.005030728],"category_scores_gemma":[0.02920412,0.0009935849,0.02672086,0.006685058,0.0005177393,0.001839084,0.001443176,0.001552389,0.0003442391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002877675,"about_ca_system_score_gemma":0.004884778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007353821,"about_ca_topic_score_gemma":0.01609987,"domain_scores_codex":[0.9926386,0.003458866,0.001979807,0.0006364528,0.001033191,0.0002531824],"domain_scores_gemma":[0.9845511,0.01148987,0.002213341,0.0003513031,0.001208206,0.000186256],"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":[0.001241303,0.00003533524,0.002184016,0.6618849,0.3089105,0.00008506115,0.00009546751,0.0004887459,0.0001630936,0.0002916042,0.001652597,0.02296746],"study_design_scores_gemma":[0.0007051138,0.0002177764,0.004119929,0.09830724,0.8909374,0.000105258,0.00006955335,0.0002612354,0.0001335857,0.0004225596,0.00468471,0.00003560177],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002388975,0.9957126,0.0004073165,0.0002358611,0.0001087013,0.0002946338,0.0005769079,0.00002271742,0.000252339],"genre_scores_gemma":[0.07041686,0.9240331,0.002147401,0.0008131175,0.0001801454,0.001157726,0.0009425845,0.00002496185,0.0002841706],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01225173,"threshold_uncertainty_score":0.06479406,"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."}}