{"id":"W2413297133","doi":"10.1177/089686080402400504","title":"The Law of Diminishing Returns: It is Not Always Ultrafiltration Failure","year":2004,"lang":"en","type":"editorial","venue":"Peritoneal Dialysis International","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Ultrafiltration (renal); Peritoneal dialysis; Medicine; Internal medicine; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009677598,0.002869517,0.006356799,0.003401077,0.002232442,0.007041716,0.004622316,0.02066277,0.005585871],"category_scores_gemma":[0.05361381,0.001115584,0.002445981,0.002607615,0.006366345,0.005283027,0.001199675,0.0294038,0.003074175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003532051,"about_ca_system_score_gemma":0.003687053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004324663,"about_ca_topic_score_gemma":0.005906708,"domain_scores_codex":[0.9956994,0.001289781,0.0008225981,0.0006468177,0.00135271,0.0001887657],"domain_scores_gemma":[0.9384324,0.04484808,0.001983442,0.001383604,0.01170023,0.001652181],"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":[0.00002410058,0.000007500503,0.00004010419,0.0003421719,0.00004056014,0.0001092717,0.00002084632,0.00005433974,0.00001532576,0.002447137,0.9913162,0.005582562],"study_design_scores_gemma":[0.0001047013,0.00003303926,0.00065176,0.001374475,0.000224782,0.0005515057,0.0001009986,0.0004991005,0.000100843,0.01827175,0.9780291,0.00005803035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004762737,0.03630686,0.000370065,0.1229687,0.8390669,0.000006206264,0.00006358008,0.00003013984,0.001139996],"genre_scores_gemma":[0.0008333746,0.01279121,0.00009590999,0.02139362,0.9627786,0.000009235821,0.00001322032,0.00001941233,0.002065435],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02066277,"threshold_uncertainty_score":0.05118066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782945004904236,"score_gpt":0.2407062693458717,"score_spread":0.2228768192968293,"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."}}