{"id":"W1971471577","doi":"10.1159/000180475","title":"Beneficial Effect of Hemodialysis on Renal Allograft Survival","year":2008,"lang":"en","type":"article","venue":"˜The œNephron journals/Nephron journals","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Hemodialysis; Renal function; Urology; Kidney; Transplantation; Artificial kidney; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000941416,0.0001448808,0.0003372699,0.0002364659,0.0002801658,0.0002980795,0.0001230022,0.0002775058,0.001237027],"category_scores_gemma":[0.00408192,0.00005886226,0.0004095903,0.0001587997,0.000325104,0.0003262734,0.0002826214,0.000466305,0.00006820424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310511,"about_ca_system_score_gemma":0.0002947356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670312,"about_ca_topic_score_gemma":0.0007586896,"domain_scores_codex":[0.9995989,0.0001970493,0.00004001692,0.00003015636,0.00006732759,0.00006647691],"domain_scores_gemma":[0.9943494,0.002734339,0.001417323,0.0002024576,0.0003139028,0.0009826395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02157817,0.00122978,0.8432755,0.0003770154,0.001019227,0.0007890725,0.0002548665,0.001251888,0.01508946,0.0002763304,0.0006002048,0.1142584],"study_design_scores_gemma":[0.0001998379,0.01026724,0.9813707,0.0001033722,0.0007230892,0.0014071,0.0001503799,0.0005573024,0.003211718,0.0004092259,0.001569475,0.00003055945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940255,0.004680595,0.0001420963,0.0002181093,0.00004327007,0.000003401329,0.00005979155,0.000007141832,0.0008200717],"genre_scores_gemma":[0.998925,0.0006846634,0.00008334414,0.00006388828,0.0001093168,0.000002278935,0.00003806105,0.000001363939,0.00009189407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001237027,"threshold_uncertainty_score":0.004978716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03513018126619702,"score_gpt":0.3183377210442573,"score_spread":0.2832075397780602,"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."}}