{"id":"W136013235","doi":"","title":"Buttonhole cannulation in hemodialysis: improved outcomes and increased expense--is it worth it?","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Hemodialysis; Arteriovenous fistula; Surgery; Catheter; Hemodialysis Catheter; Confidence interval; Hemostasis; Vascular access; Central venous catheter; Prospective cohort study; Psychological intervention; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002119057,0.0001853151,0.000309068,0.0002806433,0.0003286886,0.0007166024,0.0003568393,0.0006850756,0.002323359],"category_scores_gemma":[0.008428888,0.00008770633,0.0004464656,0.0004629832,0.0003915642,0.0008783173,0.0004411663,0.0004886516,0.0001769399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003971054,"about_ca_system_score_gemma":0.000414313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008092988,"about_ca_topic_score_gemma":0.001210098,"domain_scores_codex":[0.9987841,0.0005738458,0.00009358792,0.00007975662,0.0003210307,0.0001476862],"domain_scores_gemma":[0.994543,0.001886942,0.002258426,0.000223729,0.000403367,0.0006846408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003626362,0.002370464,0.8322954,0.0005762912,0.000236387,0.0009254324,0.000581528,0.000168117,0.001426952,0.0001663714,0.001280622,0.1563462],"study_design_scores_gemma":[0.0002183808,0.01275338,0.9807232,0.0002561239,0.0001625895,0.002737878,0.001071822,0.0004700019,0.0004903735,0.0002384461,0.0008519138,0.00002590749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973415,0.001777172,0.000182593,0.0002889306,0.00004191995,0.00002007968,0.00003440926,0.000004366331,0.000309034],"genre_scores_gemma":[0.9985309,0.0008652675,0.0002818512,0.00009863479,0.00005634563,0.00001561775,0.00004468781,0.000001969818,0.0001049175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002323359,"threshold_uncertainty_score":0.01120681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03735184730295513,"score_gpt":0.3192602421403355,"score_spread":0.2819083948373804,"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."}}