{"id":"W169413071","doi":"","title":"Optimization and Simulation of Kidney Paired Donation Programs","year":2012,"lang":"en","type":"article","venue":"Deep Blue (University of Michigan)","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kidney donation; Donation; Computer science; Kidney; Kidney transplantation; Medicine; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009268531,0.00005076477,0.000107237,0.0001168387,0.00004225587,0.000002039496,0.00002413515,0.0000605303,0.00008233861],"category_scores_gemma":[0.00002734505,0.00006099601,0.00003022488,0.0001478219,0.00005264862,0.0002286594,0.000007691251,0.00003682473,0.000003068686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001228847,"about_ca_system_score_gemma":0.00002696229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001829742,"about_ca_topic_score_gemma":0.0001067536,"domain_scores_codex":[0.9996171,0.00002239361,0.00008344047,0.00007469422,0.0001317238,0.00007063115],"domain_scores_gemma":[0.9995951,0.0000209306,0.00009809495,0.00006395725,0.0001143536,0.0001075353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002259079,0.002856983,0.1870689,0.002764089,0.0007278983,0.0000145405,0.5314052,0.12878,0.040844,0.004500309,0.00004158499,0.0987374],"study_design_scores_gemma":[0.008742998,0.0004452807,0.1665545,0.0002948694,0.0008492463,0.00002741134,0.03521088,0.7779658,0.007349047,0.00006655756,0.002161594,0.0003317459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9064534,0.00004413655,0.09270413,0.0002558464,0.00003672557,0.0001840048,0.000006409385,0.00002686816,0.000288522],"genre_scores_gemma":[0.9905598,0.00004389766,0.008973096,0.00005113699,0.00001744087,9.1585e-8,0.0002460174,0.000005594876,0.0001028902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6491858,"threshold_uncertainty_score":0.2487345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273359112396499,"score_gpt":0.2107629701959913,"score_spread":0.1980293790720263,"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."}}