{"id":"W3136580722","doi":"10.1111/hdi.12927","title":"Effects of hemodialysis access surveillance on reducing risk of hemodialysis access thrombosis: A meta‐analysis of randomized studies","year":2021,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Randomized controlled trial; Confidence interval; Thrombosis; Subgroup analysis; Meta-analysis; Relative risk; Arteriovenous fistula; Vascular access; Surgery; Venous thrombosis; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01797369,0.003320952,0.01846675,0.005474563,0.0006093949,0.003658136,0.00204287,0.00269043,0.003528842],"category_scores_gemma":[0.03975754,0.001794783,0.05774894,0.005398117,0.0007628643,0.001954817,0.001226633,0.002583543,0.0002649369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00218639,"about_ca_system_score_gemma":0.002469655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005084507,"about_ca_topic_score_gemma":0.006140745,"domain_scores_codex":[0.9865052,0.007714708,0.00291132,0.001388604,0.001092188,0.000387943],"domain_scores_gemma":[0.969435,0.02433011,0.00361414,0.0008983561,0.001385682,0.0003368325],"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":[0.00486739,0.00004643739,0.004826841,0.1253133,0.8554978,0.00009972874,0.0000417937,0.000891038,0.0001715826,0.0001125186,0.0003402954,0.007791241],"study_design_scores_gemma":[0.0009077941,0.0002379935,0.002569898,0.006093627,0.9891374,0.0000464224,0.00001653471,0.0002565724,0.00008702125,0.0001589514,0.0004730246,0.00001486111],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01293966,0.9838092,0.001235256,0.0003501273,0.0002577534,0.0003640449,0.0006258921,0.00004988731,0.0003680942],"genre_scores_gemma":[0.3661301,0.6235667,0.005157725,0.0013042,0.0005389377,0.001577711,0.001184894,0.00006087314,0.0004788924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01846675,"threshold_uncertainty_score":0.0950551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09409097176803645,"score_gpt":0.4277317756876113,"score_spread":0.3336408039195749,"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."}}