{"id":"W1773583450","doi":"10.1111/hdi.12024","title":"Challenges of providing maintenance hemodialysis in a resource poor country: Experience from a single teaching hospital in <scp>L</scp>agos, <scp>S</scp>outhwest <scp>N</scp>igeria","year":2013,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Microbiology; Food science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001381004,0.0003200187,0.0003009504,0.0003453967,0.003347344,0.001625434,0.001010198,0.0009446623,0.001574101],"category_scores_gemma":[0.004492887,0.0004712141,0.0002210677,0.0007148866,0.001135956,0.001178109,0.001788874,0.001183895,0.0002656441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002168921,"about_ca_system_score_gemma":0.004170989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0137965,"about_ca_topic_score_gemma":0.0385665,"domain_scores_codex":[0.9990656,0.0003110179,0.00008555537,0.00006974507,0.0001214805,0.0003466305],"domain_scores_gemma":[0.994189,0.0009110691,0.001410468,0.0001431673,0.000526553,0.002819664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003937867,0.001351674,0.6897731,0.0007394353,0.00006628182,0.09144367,0.1512527,0.0005472941,0.004622507,0.0007426565,0.005651511,0.05341546],"study_design_scores_gemma":[0.00005477013,0.003046453,0.4602103,0.0006909072,0.00009184211,0.053942,0.4615981,0.0008922524,0.001265709,0.0003117134,0.01776597,0.0001300751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980797,0.0003717163,0.0000661983,0.0008769478,0.00001830589,0.00002260146,0.00001747825,0.000004478532,0.0005426689],"genre_scores_gemma":[0.9977936,0.0008821327,0.0002134692,0.000621325,0.00002679599,0.00001394971,0.00002310893,0.000005507283,0.0004202927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0137965,"threshold_uncertainty_score":0.02743238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444501063552656,"score_gpt":0.2490425859678349,"score_spread":0.2345975753323083,"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."}}