{"id":"W3148878022","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Hemodialysis; Arteriovenous fistula; Catheter; Confidence interval; Hemodialysis Catheter; Hemostasis; Surgery; Vascular access; Psychological intervention; Central venous catheter; Likert scale; Emergency medicine; Anesthesia; 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":[0.001961937,0.0002033806,0.0003909192,0.0003464699,0.0004048671,0.0008317287,0.0004693582,0.000920886,0.0018053],"category_scores_gemma":[0.008630736,0.0000967348,0.00045255,0.00066565,0.0004130638,0.0009036267,0.0005303186,0.0006000827,0.0002098219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004587915,"about_ca_system_score_gemma":0.000406765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014575,"about_ca_topic_score_gemma":0.001433685,"domain_scores_codex":[0.9987254,0.0005917121,0.0001108131,0.0000757357,0.000316939,0.0001794153],"domain_scores_gemma":[0.994767,0.00175461,0.002136998,0.0002152885,0.0003768361,0.0007492988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004046462,0.00298823,0.749869,0.0006688629,0.0002391226,0.001195012,0.0006892536,0.0002265976,0.001246172,0.0002690452,0.002103564,0.2364587],"study_design_scores_gemma":[0.0002767946,0.01655457,0.9742677,0.0003428398,0.0001775498,0.003772362,0.001497865,0.0007620224,0.0005846751,0.0004232804,0.001304944,0.00003547296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951127,0.003548359,0.0002322157,0.0004676518,0.00006227689,0.0000243367,0.00004624879,0.000008154589,0.0004981415],"genre_scores_gemma":[0.9976062,0.001502775,0.000409331,0.0001688382,0.00008179158,0.00002360176,0.00006843798,0.000003065265,0.0001360332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001961937,"threshold_uncertainty_score":0.0103758,"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."}}