{"id":"W2524772087","doi":"10.1177/2054358116669126","title":"Arteriovenous Access Failure, Stenosis, and Thrombosis","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Providence Health Care; University of British Columbia; University of Saskatchewan; University of Ottawa; University Health Network; Health Sciences Centre; University of Toronto; Western University; Sunnybrook Health Science Centre; Dalhousie University; University of Calgary","funders":"Canadian Society of Nephrology","keywords":"Medicine; Stenosis; Thrombosis; Vascular access; Surgery; Cardiology; Internal medicine; Hemodialysis","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":[0.000367632,0.0001374661,0.0003745168,0.0002377753,0.0008583237,0.00004285688,0.0001477763,0.00007108357,0.0004061146],"category_scores_gemma":[0.003422477,0.00009058161,0.0000810473,0.0001036141,0.0001146747,0.0002779583,0.00002493591,0.0001991824,0.00001249665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244397,"about_ca_system_score_gemma":0.0385913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004260964,"about_ca_topic_score_gemma":0.004335404,"domain_scores_codex":[0.9982841,0.0001961604,0.0005245035,0.000172421,0.0001326939,0.0006901359],"domain_scores_gemma":[0.9562806,0.0001064933,0.0003329943,0.0001558259,0.0001390425,0.04298506],"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":[0.00008710566,0.00003194329,0.4849132,0.0004033926,0.00004492781,0.00004875959,0.001978867,7.605954e-8,0.00001673581,0.0005242836,0.4991346,0.01281613],"study_design_scores_gemma":[0.003589565,0.0005117576,0.2535291,0.002049602,0.0001648278,0.00002323575,0.001450317,0.000005415995,0.000002128274,0.004259878,0.7340422,0.0003719562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4955347,0.005440613,0.0002882581,0.496178,0.0008068422,0.0005654814,0.0007860375,0.00001479455,0.0003853235],"genre_scores_gemma":[0.8713934,0.002824347,0.00009801721,0.1250598,0.0004103462,0.000009462691,0.000008668393,0.00002347809,0.0001725527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3758587,"threshold_uncertainty_score":0.966859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04404377759878576,"score_gpt":0.3521977197214791,"score_spread":0.3081539421226933,"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."}}