{"id":"W4244953315","doi":"10.4061/2011/218974","title":"Peritoneal Dialysis","year":2011,"lang":"en","type":"article","venue":"International Journal of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001646277,0.00006143386,0.0001981209,0.0002774669,0.00001184528,0.000009065461,0.0001815841,0.00003693793,0.001633081],"category_scores_gemma":[0.00004373619,0.00004408515,0.0002478727,0.00005852911,0.00005707142,0.00006453417,0.00004611664,0.00009802834,0.00004904767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003628976,"about_ca_system_score_gemma":0.00004819172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001982521,"about_ca_topic_score_gemma":0.000003709103,"domain_scores_codex":[0.9991844,0.00003149397,0.0003157252,0.00007145384,0.0003081253,0.00008881073],"domain_scores_gemma":[0.999248,0.00001738316,0.0001882997,0.00007752788,0.0003700179,0.0000987216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02411972,0.009754956,0.2306373,0.00009011071,0.03649364,0.03109937,0.009368996,0.0001342106,0.07925693,0.04439544,0.1433135,0.3913359],"study_design_scores_gemma":[0.003778036,0.001167704,0.6843435,0.0000541272,0.001184029,0.001731588,0.0002413416,0.0002050396,0.001806138,0.002884841,0.302446,0.0001576025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667993,0.0002057433,0.001292955,0.004074769,0.001002137,0.00005009176,0.000002615293,0.000008638739,0.02656373],"genre_scores_gemma":[0.9933869,0.0001161338,0.001684202,0.00375071,0.0007566328,0.000001283114,0.000003566862,0.000006186289,0.0002943776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4537062,"threshold_uncertainty_score":0.9992796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575734310497969,"score_gpt":0.2855508428555109,"score_spread":0.2597934997505312,"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."}}