{"id":"W2095512921","doi":"10.1159/000363049","title":"What Is Single Needle Cannulation Hemodialysis: Is It Adequate?","year":2014,"lang":"en","type":"article","venue":"Blood Purification","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"London Health Sciences Centre","keywords":"Hemodialysis; Medicine; Urea; Blood flow; Urology; Surgery; Nuclear medicine; Chemistry; Internal medicine; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0155849,0.0004561213,0.002846337,0.001032697,0.0009773839,0.002612385,0.000974832,0.004093196,0.002915223],"category_scores_gemma":[0.06069899,0.0003106597,0.0008047298,0.001295499,0.002678092,0.004455681,0.0004495695,0.001782836,0.0009941345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001137869,"about_ca_system_score_gemma":0.002157656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593825,"about_ca_topic_score_gemma":0.002395617,"domain_scores_codex":[0.9932313,0.002619484,0.001262428,0.0008358179,0.00181176,0.0002392469],"domain_scores_gemma":[0.9373614,0.0306001,0.01480576,0.00256584,0.009821653,0.004845273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003095042,0.0007765989,0.1984284,0.005972313,0.0007200076,0.0009694422,0.0006715477,0.000745601,0.002193936,0.001967668,0.02547521,0.7589843],"study_design_scores_gemma":[0.001781995,0.00959112,0.6156011,0.04765037,0.003088597,0.03988225,0.008881519,0.01032477,0.00884764,0.04529432,0.2083421,0.0007142454],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.26325,0.4642455,0.0276429,0.2130975,0.01398934,0.0002401905,0.0005261771,0.0005360231,0.01647241],"genre_scores_gemma":[0.8270673,0.0974853,0.02699334,0.02653942,0.02048856,0.0001679894,0.0002818134,0.0001810789,0.0007952571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0155849,"threshold_uncertainty_score":0.08242184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494825126446155,"score_gpt":0.2609260764772369,"score_spread":0.2359778252127753,"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."}}