{"id":"W2740700989","doi":"10.1287/opre.2017.1632","title":"Screening Strategies for Patients on the Kidney Transplant Waiting List","year":2017,"lang":"en","type":"article","venue":"Operations Research","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Waiting list; Medicine; Kidney transplant; Renal transplant; Intensive care medicine; Emergency medicine; Kidney transplantation; Transplantation; Surgery","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003656255,0.00007890243,0.0001007557,0.00007106788,0.00242456,0.0004899964,0.0001621812,0.00003583392,0.0001221354],"category_scores_gemma":[0.0002659992,0.00004561856,0.00006358765,0.00004941814,0.0001026517,0.0001710125,0.00001184129,0.0001824255,0.00003073151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000257858,"about_ca_system_score_gemma":0.0001507015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003622161,"about_ca_topic_score_gemma":0.0001351254,"domain_scores_codex":[0.9990224,0.00005703657,0.0001376287,0.0001672782,0.0003831822,0.0002324418],"domain_scores_gemma":[0.9990392,0.0002215111,0.00001525308,0.0003500576,0.000261473,0.0001124689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002777763,0.002504506,0.4967518,0.0009335186,0.001126425,0.0001470388,0.006846558,0.0009540227,0.006135107,0.4455997,0.007135681,0.02908786],"study_design_scores_gemma":[0.03586897,0.008242253,0.6804181,0.008170232,0.0005237242,0.00005946951,0.006432707,0.1985817,0.02386417,0.001956409,0.03476703,0.001115211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425496,0.00001481295,0.002286698,0.01740527,0.0001131298,0.002109204,0.0004023911,0.00002891976,0.03508998],"genre_scores_gemma":[0.9950188,0.00004426327,0.001002331,0.0002464554,0.00008157652,0.0002136141,0.0002645628,0.0000134168,0.00311501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4436433,"threshold_uncertainty_score":0.9988741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1897080045831606,"score_gpt":0.4479447184930563,"score_spread":0.2582367139098957,"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."}}