{"id":"W2159971066","doi":"10.1177/089686080102100105","title":"Peritoneal Dialysis: Better than, Equal to, or Worse than Hemodialysis? Data Worth Knowing before Choosing a Dialysis Modality","year":2001,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Peritoneal dialysis; Medicine; Hemodialysis; Dialysis; End stage renal disease; Intensive care medicine; Peritonitis; Population; Dialysis adequacy; Kidney disease; Surgery; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001755072,0.001049163,0.001989464,0.001751445,0.0006010794,0.0008946673,0.002192657,0.0003317409,0.003621121],"category_scores_gemma":[0.001095234,0.0008543264,0.001715565,0.002700574,0.0002856289,0.001121381,0.002041433,0.000652638,0.0005292883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000704081,"about_ca_system_score_gemma":0.0003351027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864561,"about_ca_topic_score_gemma":0.003528353,"domain_scores_codex":[0.99057,0.00044637,0.002005909,0.002534535,0.003107869,0.001335312],"domain_scores_gemma":[0.9944769,0.0002473074,0.0005699675,0.002943029,0.0005401322,0.001222658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007532608,0.006588051,0.5847063,0.0002999209,0.02585404,0.003230466,0.007543955,0.002850143,0.004819567,0.000662085,0.008496286,0.3474166],"study_design_scores_gemma":[0.01177197,0.0009162996,0.6301839,0.001241275,0.02704814,0.0003097232,0.003020288,0.14239,0.001134376,0.001228901,0.1760884,0.004666704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583148,0.0002705592,0.01483557,0.01475085,0.001770583,0.001148418,0.0006284095,0.0003751859,0.007905562],"genre_scores_gemma":[0.9757468,0.0002472851,0.004435808,0.002805606,0.00605944,0.000339401,0.005648986,0.0001552268,0.004561409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3427499,"threshold_uncertainty_score":0.9993907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04429186314982746,"score_gpt":0.3275522628751134,"score_spread":0.2832603997252859,"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."}}