{"id":"W1986222828","doi":"10.1111/j.1542-4758.2007.00194.x","title":"Hemodialysis in the United Kingdom","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Nephrology; Dialysis; Peritoneal dialysis; Government (linguistics); Renal replacement therapy; Population; Audit; Intensive care medicine; Family medicine; Internal medicine; Environmental health; Management","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":[0.0005381472,0.0001423729,0.0001806787,0.0008777878,0.0005586192,0.001508796,0.0002160437,0.0009618198,0.01769289],"category_scores_gemma":[0.002198185,0.0001194411,0.0002665556,0.001505602,0.000329586,0.0006863922,0.001098819,0.00073076,0.001938711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00241323,"about_ca_system_score_gemma":0.003829242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04988486,"about_ca_topic_score_gemma":0.05352991,"domain_scores_codex":[0.9991278,0.0001712789,0.0001621624,0.0001369477,0.0002142814,0.0001874592],"domain_scores_gemma":[0.9975277,0.0003243336,0.0006111733,0.00007250021,0.0004696107,0.0009947397],"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":[0.000469401,0.0001311595,0.2634961,0.003012442,0.0001186826,0.005865865,0.002676412,0.0003091201,0.001275374,0.0121746,0.4578241,0.2526467],"study_design_scores_gemma":[0.00005993142,0.0001259073,0.4895909,0.001861563,0.0000299681,0.003733143,0.001975403,0.0001075307,0.0001493426,0.0003036451,0.5020365,0.00002628269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3365542,0.2792984,0.000660846,0.1200871,0.009814011,0.000192292,0.02320654,0.0002931595,0.2298934],"genre_scores_gemma":[0.831521,0.08290284,0.0007312148,0.02913208,0.001699607,0.0001606863,0.00499273,0.00005396863,0.04880585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04988486,"threshold_uncertainty_score":0.09918898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217011878313056,"score_gpt":0.3106228358911252,"score_spread":0.2784527171079947,"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."}}