{"id":"W3093181652","doi":"10.1287/ijoc.2020.0986","title":"Robust Models for the Kidney Exchange Problem","year":2020,"lang":"en","type":"article","venue":"INFORMS journal on computing","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Mathematical optimization; Integer programming; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003205226,0.0001392377,0.0002182845,0.00004724068,0.0003125661,0.0001091036,0.0001598334,0.00004822509,0.00008080856],"category_scores_gemma":[0.0003399849,0.00007771647,0.0002130224,0.0001358602,0.00002785808,0.0001800161,0.0000602299,0.0003594776,0.0000288125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007287847,"about_ca_system_score_gemma":0.0004068424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001940126,"about_ca_topic_score_gemma":1.164142e-7,"domain_scores_codex":[0.9989032,0.000008030509,0.0003517999,0.0001187589,0.0002833375,0.0003349057],"domain_scores_gemma":[0.9986866,0.0001874771,0.000172867,0.0001230363,0.0001389661,0.0006910144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001182284,0.0002372355,0.001713214,0.001470466,0.0007565312,0.00009071162,0.006581899,0.1614915,0.0002025312,0.004472593,0.4767072,0.3450938],"study_design_scores_gemma":[0.003998545,0.0007666231,0.0002040549,0.0005678665,0.0001489457,0.000104057,0.0002735585,0.8647021,0.0002078993,0.001127992,0.1277215,0.0001768481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07810978,0.005003239,0.6796544,0.1713973,0.001886535,0.004145744,0.00009495144,0.0005554353,0.05915266],"genre_scores_gemma":[0.9104488,0.0001192551,0.006116854,0.07951459,0.003524434,0.00001096366,0.00002133933,0.00004127104,0.0002024555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.832339,"threshold_uncertainty_score":0.3169186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07145540654521489,"score_gpt":0.2783178267068732,"score_spread":0.2068624201616583,"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."}}