{"id":"W1516774568","doi":"10.1111/j.1542-4758.2011.00588.x","title":"Provision and quality of dialysis services in <scp>L</scp>ibya","year":2011,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Autoritatea Natională pentru Cercetare Stiintifică","keywords":"Medicine; Dialysis; Peritoneal dialysis; Hemodialysis; Staffing; Nephrology; Dialysis adequacy; Population; Intensive care medicine; Emergency medicine; Internal medicine; Nursing; Environmental health","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":[0.0007660544,0.0001437902,0.0001900667,0.001105232,0.001056407,0.001183272,0.000316926,0.0002899471,0.00185876],"category_scores_gemma":[0.00174754,0.0002300119,0.0001747837,0.001585484,0.0006053754,0.0006009807,0.0007972623,0.0004385168,0.0001757449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113641,"about_ca_system_score_gemma":0.001611065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01738672,"about_ca_topic_score_gemma":0.02306025,"domain_scores_codex":[0.9993327,0.0001811807,0.0000933556,0.00005956666,0.0001062838,0.0002268471],"domain_scores_gemma":[0.9980898,0.000322502,0.0009288693,0.00004967554,0.0002304656,0.0003785845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002937665,0.00006885947,0.9949203,0.00003902355,0.00001321359,0.0001321394,0.0009472635,0.00003120818,0.0001563609,0.00004947498,0.000154254,0.003458441],"study_design_scores_gemma":[0.000004893552,0.00009197694,0.9959346,0.00005244153,0.000006166721,0.0002622677,0.002853033,0.0001114973,0.00008315274,0.00002417712,0.0005700395,0.000005721229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992899,0.000156744,0.00001476312,0.0001020516,0.000003562399,0.000004150627,0.00006480271,0.000001275603,0.0003627005],"genre_scores_gemma":[0.9994759,0.0002035189,0.00004619222,0.00004928887,0.00000737151,0.000006953812,0.00007650263,5.847636e-7,0.0001336304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01738672,"threshold_uncertainty_score":0.03457105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201086257304656,"score_gpt":0.2915899907273044,"score_spread":0.2595791281542578,"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."}}