{"id":"W2051304553","doi":"10.1046/j.1525-139x.2001.00071.x","title":"Past, Present, and Future of Quantified Peritoneal Dialysis","year":2001,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005536313,0.0006414454,0.004402694,0.001433506,0.00005617312,0.00005044898,0.000301896,0.0004565009,0.0003753004],"category_scores_gemma":[0.00004584794,0.0004779942,0.001780724,0.002475926,0.0001989561,0.00006332318,0.0002942929,0.0003948616,0.00002176045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234051,"about_ca_system_score_gemma":0.0001246341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001359357,"about_ca_topic_score_gemma":0.00003161901,"domain_scores_codex":[0.9962655,0.0003352858,0.001366305,0.0008914237,0.0006847825,0.0004566537],"domain_scores_gemma":[0.9977543,0.0002075364,0.0006205478,0.001040861,0.00009457368,0.0002821467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005156082,0.0004728376,0.0004369045,0.01468979,0.001994364,0.0002487486,0.0002028681,0.000002497213,0.000001907443,0.00005367598,0.004545714,0.9772992],"study_design_scores_gemma":[0.0005148704,0.00007815754,0.0001678345,0.008682012,0.01833338,0.0000177372,0.000288579,0.00003049805,0.00000319941,0.00002476348,0.9714573,0.0004016467],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004031102,0.9927931,0.00000794748,0.0004170771,0.0002574081,0.0009478226,0.00007240651,0.00002939929,0.005071718],"genre_scores_gemma":[0.0001033847,0.9943108,0.0002344917,0.00003317402,0.002539164,0.0001803562,0.0005831334,0.00007611129,0.001939405],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9768975,"threshold_uncertainty_score":0.9997672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714461283476977,"score_gpt":0.3243574354073959,"score_spread":0.2972128225726261,"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."}}