{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0185656,0.0008743798,0.004394021,0.005498333,0.0003195998,0.003764167,0.001512202,0.001781846,0.004180699],"category_scores_gemma":[0.08249724,0.0005561064,0.005526395,0.008286452,0.001015966,0.002977438,0.001098122,0.001670099,0.0002621026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001758749,"about_ca_system_score_gemma":0.004346505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003053434,"about_ca_topic_score_gemma":0.005741611,"domain_scores_codex":[0.9797181,0.008440447,0.00722375,0.001627441,0.002700663,0.0002895473],"domain_scores_gemma":[0.8505116,0.1156259,0.02714505,0.001859399,0.004380008,0.0004779886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001839513,0.0001263607,0.0728022,0.7255329,0.06779683,0.0002869224,0.0005573556,0.0007989855,0.0004987482,0.001833952,0.004415886,0.1235102],"study_design_scores_gemma":[0.001285407,0.001068433,0.2013981,0.5319279,0.216809,0.001855716,0.001452551,0.001319086,0.0008980503,0.007781434,0.03394016,0.0002642363],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006266484,0.9895347,0.0005692972,0.00190714,0.0002081327,0.00008737626,0.0009544404,0.000008189837,0.0004642592],"genre_scores_gemma":[0.2051092,0.7837636,0.003820483,0.003107324,0.001783439,0.0005383038,0.001641351,0.00001917876,0.000217182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0185656,"threshold_uncertainty_score":0.09818542,"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."}}