{"id":"W4321429404","doi":"10.1177/089686080502503s04","title":"Transforming Growth Factor-β: Importance in Long-Term Peritoneal Membrane Changes","year":2005,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Peritoneal dialysis; Peritoneum; Medicine; Fibrosis; Transforming growth factor; Ultrafiltration (renal); Angiogenesis; Growth factor; Urology; Internal medicine; Pathology; Chemistry; Biochemistry; Receptor","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":[0.0002118894,0.0002863142,0.0005087508,0.0005609914,0.00007273241,0.00009578116,0.0002869773,0.0001045449,0.002500616],"category_scores_gemma":[0.00006412969,0.0002531498,0.0003612032,0.0003517655,0.00009402261,0.0002667953,0.00007056528,0.0002199736,0.00008466657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597332,"about_ca_system_score_gemma":0.0000591713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001124584,"about_ca_topic_score_gemma":0.001696586,"domain_scores_codex":[0.9976445,0.00004105825,0.0005490927,0.0005244762,0.0008477854,0.0003931186],"domain_scores_gemma":[0.9992422,0.00003716285,0.0001218339,0.0002544571,0.0001170035,0.0002272855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000832264,0.002241023,0.8340115,0.0003085754,0.001596996,0.0006108057,0.003067912,0.000121021,0.03905738,0.00150719,0.0003858332,0.1162595],"study_design_scores_gemma":[0.003292925,0.0001222546,0.9629869,0.0002195071,0.0004174102,0.0000426012,0.0001585443,0.002514545,0.01985068,0.00003576521,0.009786809,0.0005720031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775288,0.0004088022,0.0002609662,0.009123936,0.0004055359,0.0003859072,0.00005716602,0.00007696832,0.01175194],"genre_scores_gemma":[0.9944658,0.0007503522,0.0004000431,0.001000433,0.001456827,0.0001144904,0.00041861,0.00003557335,0.001357882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1289755,"threshold_uncertainty_score":0.9999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581733959962544,"score_gpt":0.2858497895866366,"score_spread":0.2700324499870111,"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."}}