{"id":"W2098332248","doi":"10.2215/cjn.06220614","title":"Vascular Access Creation before Hemodialysis Initiation and Use","year":2015,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Institute for Clinical Evaluative Sciences; McMaster University; London Health Sciences Centre","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Vascular access; Hemodialysis; Hemodialysis access; Intensive care medicine; MEDLINE; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005937245,0.0001397922,0.0002091116,0.0008813395,0.0006744312,0.0009623652,0.0007139801,0.0003141548,0.00288532],"category_scores_gemma":[0.005319047,0.0001932053,0.0004173275,0.001592708,0.0003670251,0.0005762096,0.0004531315,0.0009178009,0.0001891091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00430201,"about_ca_system_score_gemma":0.006467514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4561774,"about_ca_topic_score_gemma":0.5257256,"domain_scores_codex":[0.9987704,0.0001020509,0.0001352109,0.0002390338,0.0004346353,0.0003186973],"domain_scores_gemma":[0.9933036,0.0008395265,0.003726009,0.0001697111,0.0009715793,0.0009895503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003660161,0.00001482977,0.9974604,0.00002171836,0.00001536266,0.00005610628,0.0001048843,0.00005848859,0.00004934199,0.00003592292,0.0003081831,0.001838142],"study_design_scores_gemma":[0.000002016495,0.00001582568,0.9990652,0.00002390741,0.000007281663,0.0001907768,0.0001062892,0.0001380162,0.00003760246,0.00001796216,0.0003918194,0.000003263808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902984,0.001117598,0.0003006131,0.0004037025,0.00001859232,0.00003422131,0.005360194,0.00001836818,0.002448375],"genre_scores_gemma":[0.9978781,0.0003296219,0.0001743095,0.00004331453,0.00001514919,0.00001117156,0.001289537,0.000002720365,0.0002561317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4561774,"threshold_uncertainty_score":0.9070444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374268391444849,"score_gpt":0.454009739494584,"score_spread":0.3165829003500991,"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."}}