{"id":"W2774793441","doi":"10.1053/j.ajkd.2017.09.012","title":"International Differences in the Location and Use of Arteriovenous Accesses Created for Hemodialysis: Results From the Dialysis Outcomes and Practice Patterns Study (DOPPS)","year":2017,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Prospective cohort study; Dialysis; Hemodialysis; Arteriovenous fistula; Demography; Cohort; Emergency medicine; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001167839,0.0002908416,0.0002349805,0.001450603,0.0002515089,0.0006018055,0.0004353445,0.0003536268,0.001468124],"category_scores_gemma":[0.003627584,0.0002404915,0.0007534979,0.002221899,0.0001926209,0.0006343026,0.001072195,0.0003987993,0.0002058912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004164919,"about_ca_system_score_gemma":0.0004013854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125741,"about_ca_topic_score_gemma":0.01282025,"domain_scores_codex":[0.9992703,0.0001324291,0.0001620843,0.0001886001,0.0001382391,0.0001084519],"domain_scores_gemma":[0.9960891,0.0003863844,0.002430209,0.0002083461,0.0005185074,0.0003674034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003766019,0.00001015752,0.9987085,0.00001491368,0.00006225213,0.00001089984,0.00008515125,0.00001977028,0.00002058978,0.000009077923,0.0001649652,0.0008560154],"study_design_scores_gemma":[0.00000587635,0.00001920188,0.9994948,0.00001017915,0.00003022044,0.00005181968,0.0001348345,0.00006035181,0.00001811876,0.000008786603,0.0001635524,0.000002122573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993874,0.0003558829,0.000163475,0.00007826072,0.000008114125,0.00003252383,0.004937518,0.000005530604,0.0005447652],"genre_scores_gemma":[0.9966383,0.0001975081,0.0001289094,0.00003514228,0.00001108312,0.00003309183,0.002821774,0.00000281576,0.0001313922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125741,"threshold_uncertainty_score":0.02238375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07513331655586172,"score_gpt":0.3948128223307701,"score_spread":0.3196795057749084,"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."}}