{"id":"W4238301390","doi":"10.1002/dat.20384","title":"Nephrology literature watch","year":2009,"lang":"en","type":"article","venue":"Dialysis & Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Peritoneal dialysis; Renal function; Cohort; Retrospective cohort study; Internal medicine; Dialysis; Mortality rate; Cohort study; Diabetes mellitus; Nephrology; Surgery; Intensive care medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001026488,0.000736524,0.001352582,0.004796676,0.001349522,0.003958224,0.001832717,0.002763013,0.6013757],"category_scores_gemma":[0.009083753,0.0003029908,0.0006097849,0.004662475,0.0006394583,0.003333078,0.002591748,0.002818278,0.3735329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419359,"about_ca_system_score_gemma":0.00384371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614183,"about_ca_topic_score_gemma":0.004632321,"domain_scores_codex":[0.9989851,0.0001231952,0.0001268904,0.0001830953,0.0004648404,0.0001168653],"domain_scores_gemma":[0.9935363,0.001108011,0.0005684193,0.0004068656,0.002798114,0.001582324],"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":[0.000007735654,0.00001903661,0.0001439796,0.0003633544,0.000002915139,0.00006328749,0.00001846269,0.00001433588,0.00004593162,0.000829765,0.9185998,0.07989123],"study_design_scores_gemma":[0.000005891873,0.000003869246,0.0002897755,0.0003631623,0.000002507958,0.0001262315,0.00002053841,0.00001083512,0.00001457899,0.0004794042,0.9986804,0.000002701051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0006827294,0.06169288,0.00115767,0.06206134,0.1214869,0.0003624726,0.008729615,0.001923566,0.7419028],"genre_scores_gemma":[0.005904272,0.06213901,0.001781901,0.0595869,0.1105018,0.0003421477,0.01170895,0.001076815,0.7469582],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6013757,"threshold_uncertainty_score":0.5685892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006546182776646566,"score_gpt":0.2464262103967323,"score_spread":0.2398800276200857,"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."}}