{"id":"W2792219029","doi":"10.1097/tp.0000000000002149","title":"Quality Metrics in Solid Organ Transplantation","year":2018,"lang":"en","type":"review","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Metric (unit); Medicine; Quality (philosophy); Transplantation; MEDLINE; Quality management; Medical physics; Intensive care medicine; Computer science; Operations management; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005107788,0.000609361,0.001974732,0.001036236,0.00009074854,0.00004174458,0.0001561265,0.0005250149,0.0001964416],"category_scores_gemma":[0.00002180642,0.0004932567,0.0005850705,0.001278479,0.00006758788,0.0001964274,0.000003898706,0.0004262413,0.0003909038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002558512,"about_ca_system_score_gemma":0.0003148478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001284305,"about_ca_topic_score_gemma":0.0002054048,"domain_scores_codex":[0.9964436,0.0003024299,0.001502449,0.0006786732,0.0005951793,0.0004776932],"domain_scores_gemma":[0.9985579,0.000383625,0.0004049017,0.0003560467,0.0001127083,0.0001847738],"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":[0.001080777,0.0008020118,0.0031679,0.3094648,0.001035478,0.002155483,0.001975408,0.000004726421,0.00001573029,0.0006004364,0.00003360726,0.6796637],"study_design_scores_gemma":[0.0506032,0.002996634,0.0766753,0.3637743,0.05472358,0.01232467,0.0002416503,0.00009250898,0.00112069,0.0006346258,0.4303235,0.006489281],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005694269,0.9886919,0.003515927,0.00002994795,0.0004169835,0.002162892,0.0007855095,0.0001653958,0.003661986],"genre_scores_gemma":[0.001188879,0.9883511,0.001285122,0.00007082673,0.0001504808,0.0001324005,0.008325404,0.00009445364,0.000401311],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6731744,"threshold_uncertainty_score":0.9997519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1197074317823711,"score_gpt":0.4388979625033282,"score_spread":0.3191905307209572,"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."}}