{"id":"W4291676239","doi":"10.46747/cfp.6808577","title":"Overview of hemodialysis access and assessment","year":2022,"lang":"en","type":"review","venue":"Canadian Family Physician","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Hemodialysis; Data science; World Wide Web; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004925072,0.0004940244,0.002823018,0.000663695,0.0009366777,0.00003454926,0.0007545331,0.0003213484,0.0003056606],"category_scores_gemma":[0.00001420693,0.00046463,0.0008023941,0.001013186,0.00008764477,0.0001286423,0.0003356301,0.001258644,0.0000507847],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691649,"about_ca_system_score_gemma":0.00623003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04037327,"about_ca_topic_score_gemma":0.01697682,"domain_scores_codex":[0.9962932,0.0008148373,0.001011061,0.0006234997,0.0003465795,0.0009108471],"domain_scores_gemma":[0.9972248,0.0004349392,0.0008198137,0.0008055538,0.00006934571,0.000645569],"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":[9.941029e-7,0.00003447436,0.00001804048,0.01274027,0.0003234049,0.00001177586,0.0001151509,3.202763e-7,1.899851e-7,0.001249628,0.00770397,0.9778018],"study_design_scores_gemma":[0.0001592677,0.00003045454,0.0001421322,0.00332535,0.001646196,2.276115e-7,0.0002675499,0.000006499782,2.334103e-8,0.0002240258,0.9937995,0.00039877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001756316,0.877036,0.000002561598,0.00005678637,0.0004807919,0.001260139,0.001254803,0.00002321336,0.1198681],"genre_scores_gemma":[0.00001356917,0.9871655,0.00004827496,0.01086362,0.0003218324,0.0004383556,0.000731594,0.0001015469,0.0003156647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9860955,"threshold_uncertainty_score":0.9997805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2234916684372757,"score_gpt":0.452226610324601,"score_spread":0.2287349418873253,"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."}}