{"id":"W4306910158","doi":"10.1001/jamanetworkopen.2022.37580","title":"Association Between Pretransplant Dialysis Modality and Kidney Transplant Outcomes","year":2022,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Modality (human–computer interaction); Dialysis; Medicine; Kidney transplant; Intensive care medicine; Treatment modality; Kidney transplantation; Internal medicine; Kidney; Computer science; Artificial intelligence","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":[0.001331803,0.0006214977,0.003520323,0.0001356106,0.0003079375,0.000258487,0.0004504517,0.0004867376,0.001114315],"category_scores_gemma":[0.00005844132,0.0004501475,0.0007995542,0.0004179034,0.00002545492,0.0002171208,0.000118025,0.0007836746,0.00003891882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004450889,"about_ca_system_score_gemma":0.0003388751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003194566,"about_ca_topic_score_gemma":0.00001537522,"domain_scores_codex":[0.9962633,0.0007195249,0.001073376,0.0007260711,0.0006876868,0.0005300664],"domain_scores_gemma":[0.9970877,0.001266176,0.0006572594,0.000487971,0.00003361422,0.0004672917],"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":[0.0001488466,0.0001515847,0.4732546,0.01756387,0.0147751,0.0003304551,0.000164349,0.000005007971,1.199236e-8,0.00009349042,0.001567151,0.4919456],"study_design_scores_gemma":[0.002381241,0.000125824,0.03896526,0.01235704,0.02569376,0.00005948334,0.000004125055,0.000008707038,1.041872e-7,0.00004532737,0.9199204,0.0004387677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007385295,0.9850807,0.0000916134,0.001699499,0.0003609896,0.003549725,0.00372975,0.00008201552,0.005331811],"genre_scores_gemma":[0.0001456766,0.9819382,0.0004802951,0.0005711106,0.0003387648,0.0004726107,0.01004006,0.00008330923,0.005929957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9183532,"threshold_uncertainty_score":0.9997988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07323622431586528,"score_gpt":0.3617972678516384,"score_spread":0.2885610435357731,"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."}}