{"id":"W2519286287","doi":"10.1016/j.jvir.2016.07.015","title":"Quality Improvement Guidelines for Percutaneous Image-Guided Management of the Thrombosed or Dysfunctional Dialysis Circuit","year":2016,"lang":"en","type":"review","venue":"Journal of Vascular and Interventional Radiology","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Mount Sinai Hospital","funders":"","keywords":"Medicine; Relevance (law); Delphi method; Best practice; Round table; Quality (philosophy); Principal (computer security); Checklist; Private practice; Medical education; Medical physics; Computer science; Psychology; Family medicine; Session (web analytics); Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007904318,0.001502861,0.002873673,0.006028386,0.0006952937,0.002447631,0.003555552,0.002812026,0.004551975],"category_scores_gemma":[0.02067903,0.0005209714,0.003293549,0.005174523,0.0008883085,0.002034354,0.001640412,0.002758408,0.0008956933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648607,"about_ca_system_score_gemma":0.01213924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01882345,"about_ca_topic_score_gemma":0.02171698,"domain_scores_codex":[0.9944487,0.001349441,0.001905074,0.0004375296,0.001591793,0.0002676002],"domain_scores_gemma":[0.9852268,0.006614745,0.003887166,0.0002263156,0.003662193,0.000382857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001227952,0.0002031587,0.001836625,0.08218084,0.0008271018,0.0001809081,0.0002164879,0.0008392491,0.0002806571,0.004888061,0.06523223,0.8431919],"study_design_scores_gemma":[0.0003629676,0.0002889041,0.01390193,0.3408619,0.004976933,0.001264276,0.0005389471,0.001323389,0.0006633617,0.007383201,0.6282719,0.0001621791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002129219,0.9931901,0.0009850233,0.003614277,0.0005870101,0.00009918657,0.0002500277,0.00003904595,0.00102241],"genre_scores_gemma":[0.004490226,0.9810932,0.009656533,0.003016002,0.0004219425,0.0002534439,0.0006714865,0.00001332959,0.0003837718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01882345,"threshold_uncertainty_score":0.04180253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1313598190721915,"score_gpt":0.4166785740243871,"score_spread":0.2853187549521956,"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."}}