{"id":"W3180118943","doi":"10.1177/20543581211029389","title":"Perioperative Outcomes Following Kidney-Pancreas Transplantation in Alberta, Canada: Research Letter","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Perioperative; Transplantation; Intensive care unit; Retrospective cohort study; Emergency medicine; Intensive care medicine; Kidney transplantation; Cohort; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001588671,0.0001820008,0.0003670247,0.0009226091,0.002041705,0.001539393,0.001293583,0.002183964,0.002090271],"category_scores_gemma":[0.00759136,0.0001975801,0.0002928969,0.002919097,0.001149111,0.0003980894,0.000479445,0.00141998,0.0003338267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02274616,"about_ca_system_score_gemma":0.05011054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.913133,"about_ca_topic_score_gemma":0.9398187,"domain_scores_codex":[0.9980427,0.0001865197,0.0003228881,0.0001852524,0.0007569337,0.0005056543],"domain_scores_gemma":[0.9844047,0.002792676,0.001819518,0.0003234394,0.008316531,0.002343152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004584932,0.0002371555,0.7541602,0.0006780363,0.00008460413,0.00526739,0.002542861,0.0002296071,0.0004951176,0.0005161515,0.1795735,0.05575681],"study_design_scores_gemma":[0.0002331577,0.0001960124,0.9196789,0.001692599,0.0001918174,0.005647346,0.008096616,0.0009365401,0.0003901664,0.0004266493,0.06242384,0.00008640248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5731087,0.02388399,0.0002514455,0.3677037,0.003675252,0.0001909171,0.006735199,0.00006734727,0.02438333],"genre_scores_gemma":[0.9068255,0.01245752,0.0005760118,0.06948755,0.004606658,0.00008494983,0.002071613,0.00002426271,0.003865991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08686697,"threshold_uncertainty_score":0.1747571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006614070172699,"score_gpt":0.3347221323965568,"score_spread":0.3046559916948298,"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."}}