{"id":"W1811891409","doi":"10.1111/j.1525-139x.2012.01124.x","title":"Advances in Peritoneal Dialysis: A Review","year":2012,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Peritoneal dialysis; Hemodialysis; Intensive care medicine; Randomized controlled trial; Dialysis; Modalities; Treatment modality; Clinical trial; Confounding; 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"],"consensus_categories":[],"category_scores_codex":[0.001409583,0.0008018927,0.006164658,0.001592441,0.00004110421,0.00003537932,0.000449168,0.0003490129,0.0008340693],"category_scores_gemma":[0.0003572759,0.0005956767,0.00244696,0.003725953,0.0001120107,0.0002101915,0.0002759733,0.000649571,0.0003353775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005324172,"about_ca_system_score_gemma":0.0002220988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005675767,"about_ca_topic_score_gemma":0.0002070515,"domain_scores_codex":[0.9949921,0.0005816291,0.001912498,0.0009349959,0.0007917152,0.000787078],"domain_scores_gemma":[0.997577,0.0002210832,0.0006103699,0.001186907,0.00005954619,0.0003450696],"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":[0.00001302988,0.0005286776,0.0002699412,0.1058129,0.000373531,0.0002319394,0.00007350482,0.000001524975,7.354858e-8,0.00002540218,0.0007172545,0.8919522],"study_design_scores_gemma":[0.0002763175,0.00003076224,0.00003331668,0.1847751,0.018742,0.00001181853,0.00004103712,0.000004108698,1.740028e-7,0.00001564949,0.7956137,0.0004559611],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005675479,0.9839845,0.000004132296,0.0001763474,0.0002801518,0.001755153,0.00002844256,0.00004038553,0.01372522],"genre_scores_gemma":[0.0000332332,0.9961142,0.0001879583,0.0003487597,0.0004848496,0.00121861,0.0006662153,0.00009264769,0.0008535406],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8914962,"threshold_uncertainty_score":0.9996495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02837726842589886,"score_gpt":0.3517012072114763,"score_spread":0.3233239387855774,"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."}}