{"id":"W4254146013","doi":"10.1007/978-1-4419-5657-6_13","title":"Dialysis Catheters","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Fistula; Catheter; Dialysis; Surgery; Intensive care medicine","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":[0.0002743809,0.0006594274,0.0004088688,0.000751739,0.0009055432,0.001731417,0.0006824749,0.001102915,0.1237054],"category_scores_gemma":[0.0009727242,0.0002525703,0.0004406018,0.0008000283,0.0004138371,0.001326726,0.001103586,0.001659491,0.06844158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005920037,"about_ca_system_score_gemma":0.001283217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240108,"about_ca_topic_score_gemma":0.002943799,"domain_scores_codex":[0.999707,0.00004789086,0.00001764581,0.00004993833,0.0001472594,0.00003013168],"domain_scores_gemma":[0.9997523,0.00006013953,0.00001990643,0.00003305112,0.00009965309,0.00003493745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002045478,0.00005692063,0.0002593383,0.0002883495,0.000008155117,0.0003500031,0.0001634568,0.0002273794,0.0007048095,0.03728673,0.5410045,0.41963],"study_design_scores_gemma":[0.000001939161,0.000008112971,0.0001366834,0.00008946625,0.000002742747,0.0006199375,0.0000185364,0.00004848986,0.0001318984,0.001981851,0.9969573,0.000003101367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007198643,0.01849297,0.007299684,0.002911061,0.002893504,0.0000796933,0.0004285647,0.0004656342,0.966709],"genre_scores_gemma":[0.005345191,0.01261066,0.003351262,0.00251982,0.0009421565,0.00004731493,0.000405004,0.00008332494,0.9746952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1237054,"threshold_uncertainty_score":0.4138359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07728999307493313,"score_gpt":0.3289467859079919,"score_spread":0.2516567928330588,"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."}}