{"id":"W4399047477","doi":"10.1186/s12893-024-02463-7","title":"Impact of early surgical complications on kidney transplant outcomes","year":2024,"lang":"en","type":"article","venue":"BMC Surgery","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Surgery; Proportional hazards model; Observational study; Cohort; Kidney transplantation; Transplantation; Cohort study; Stage (stratigraphy); Renal function; Retrospective cohort study; 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":[0.001399038,0.0001985534,0.0003037882,0.0009041788,0.0003485903,0.001049583,0.000404213,0.0002443709,0.002812932],"category_scores_gemma":[0.005665934,0.0001230928,0.0007072125,0.0009165783,0.0003319365,0.0005369799,0.0008507752,0.0008901678,0.0001489485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004118269,"about_ca_system_score_gemma":0.0007053777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001961214,"about_ca_topic_score_gemma":0.003117217,"domain_scores_codex":[0.9985177,0.0003924513,0.0002310008,0.0002085902,0.0003416726,0.0003085863],"domain_scores_gemma":[0.9857026,0.003398185,0.008440887,0.0003588817,0.0006910775,0.001408401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008298919,0.00003337457,0.9971278,0.00004512044,0.00009068488,0.00006285855,0.00002365977,0.0001026921,0.00005615372,0.00003064486,0.00007750456,0.00226661],"study_design_scores_gemma":[0.000002245969,0.00007925342,0.9990714,0.00003523133,0.00003354022,0.0002614963,0.0000690033,0.0001911134,0.00007735022,0.00005947956,0.0001157841,0.000004179771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962204,0.002094841,0.0002258115,0.0001561157,0.00001642031,0.000007975172,0.0005551365,0.000006116309,0.0007172413],"genre_scores_gemma":[0.9992726,0.000291811,0.00005576622,0.00002461478,0.00003138601,0.000003310513,0.0002401674,0.000001523684,0.00007888659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002812932,"threshold_uncertainty_score":0.009410143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07906416014704035,"score_gpt":0.3523109960689634,"score_spread":0.273246835921923,"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."}}