{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002677283,0.0001370995,0.0002169671,0.0001676349,0.00008210567,0.0001486548,0.00008577421,0.00007925168,0.0006531464],"category_scores_gemma":[0.00003356975,0.0001204172,0.0001575249,0.0003280542,0.00002634243,0.0002695256,0.00002065524,0.00005947361,0.0005113076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003625232,"about_ca_system_score_gemma":0.00002378839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005365125,"about_ca_topic_score_gemma":0.000005919841,"domain_scores_codex":[0.998723,0.00005719061,0.000312179,0.0003478996,0.0003769016,0.000182777],"domain_scores_gemma":[0.9989957,0.00002181134,0.0001482645,0.0005416379,0.0001493241,0.0001433211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004283769,0.009227799,0.0117938,0.0009311642,0.003239739,0.0000204664,0.02414926,0.0003759146,0.08091547,0.01098785,0.2147442,0.643186],"study_design_scores_gemma":[0.007837409,0.0009765706,0.158013,0.0008282266,0.01222834,0.00001575137,0.006244389,0.02352284,0.1586747,0.002095147,0.6282609,0.001302784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8759399,0.003014152,0.007721445,0.06583575,0.0009809143,0.001462211,0.00001772218,0.0002288229,0.04479905],"genre_scores_gemma":[0.9848336,0.0001558775,0.0003875789,0.0042841,0.0003432179,0.00006277522,0.0002100516,0.00002007721,0.009702712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6418832,"threshold_uncertainty_score":0.7151495,"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."}}