{"id":"W4312476865","doi":"10.1007/978-3-031-12023-7_15","title":"Dialysis Access","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Dialysis; Intensive care medicine; Hemodialysis; End stage renal disease; Venous access; Vascular access; Internal medicine; Surgery; Catheter","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002122501,0.0008019226,0.0005600284,0.0008179581,0.001058454,0.001818134,0.0005008273,0.0009250666,0.3285821],"category_scores_gemma":[0.0006191107,0.0002850515,0.0004046684,0.0007674061,0.0003087046,0.001304502,0.00136356,0.001986765,0.2572011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005171754,"about_ca_system_score_gemma":0.0009309132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001462891,"about_ca_topic_score_gemma":0.004721767,"domain_scores_codex":[0.9998426,0.00001637842,0.000007549679,0.00003478162,0.00007759153,0.00002106536],"domain_scores_gemma":[0.9997942,0.00003826001,0.00001103639,0.0000229621,0.00007003364,0.00006340113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001567267,0.00003845666,0.0001734112,0.0001135054,0.00000440704,0.0001601371,0.00005474234,0.0001403189,0.0004359359,0.01188332,0.7498178,0.2371623],"study_design_scores_gemma":[0.000001902139,0.000005091932,0.0001601103,0.00004203501,0.000001522705,0.0002402333,0.00001041939,0.00005331336,0.00005254171,0.001148543,0.9982826,0.000001839731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002814168,0.006212779,0.001731456,0.001436045,0.001607704,0.00003392743,0.0003638915,0.0002980634,0.9880347],"genre_scores_gemma":[0.001173559,0.003223852,0.0005697754,0.0007837685,0.000419054,0.00001845534,0.000234489,0.0000609822,0.9935161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3285821,"threshold_uncertainty_score":0.9576961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09361174643313923,"score_gpt":0.3889524729294857,"score_spread":0.2953407264963465,"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."}}