{"id":"W4396721121","doi":"10.1186/s12882-024-03593-z","title":"Global variations in funding and use of hemodialysis accesses: an international report using the ISN Global Kidney Health Atlas","year":2024,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta; University of Calgary","funders":"University of Alberta; International Society of Nephrology","keywords":"Medicine; Nephrology; Arteriovenous fistula; Hemodialysis; Global health; Dialysis; Family medicine; Internal medicine; Demography; Public health; Surgery; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002975489,0.0002458449,0.000248487,0.003737314,0.000204883,0.0007148689,0.0003944904,0.0002231107,0.001776305],"category_scores_gemma":[0.005049308,0.0001378969,0.0005032193,0.009072742,0.0003293979,0.0008251451,0.001098122,0.0003447958,0.0002921049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007589173,"about_ca_system_score_gemma":0.001210858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01279204,"about_ca_topic_score_gemma":0.01121357,"domain_scores_codex":[0.9986562,0.0003383525,0.0002940646,0.0001528206,0.0004258582,0.000132706],"domain_scores_gemma":[0.9924148,0.001666697,0.003708241,0.0002820886,0.001438624,0.0004895539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003080554,0.00001257614,0.9754513,0.0003068654,0.00007269374,0.00006006245,0.0007986068,0.00030594,0.000116585,0.0003493048,0.008138455,0.0143568],"study_design_scores_gemma":[0.000002478249,0.00001937414,0.9879264,0.0002110277,0.00004299284,0.0001767138,0.0009686133,0.0002219695,0.0001244264,0.00007951605,0.01021636,0.00001014371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.877374,0.009115587,0.001639032,0.002888336,0.0002060159,0.000157917,0.08380415,0.0001372923,0.02467763],"genre_scores_gemma":[0.9656301,0.006391366,0.00203524,0.0004754878,0.0001106621,0.0001710837,0.02421056,0.00003190772,0.0009437046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01279204,"threshold_uncertainty_score":0.02543521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146392700946152,"score_gpt":0.4385912982973222,"score_spread":0.3239520282027071,"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."}}