{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001514569,0.0007936269,0.001286645,0.0008533879,0.0009745232,0.001719358,0.001582482,0.001717682,0.01651674],"category_scores_gemma":[0.006031938,0.0006805232,0.001359879,0.000794577,0.0009381482,0.00112188,0.001878522,0.001654671,0.001290571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850239,"about_ca_system_score_gemma":0.002621128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.017875,"about_ca_topic_score_gemma":0.01430711,"domain_scores_codex":[0.9992963,0.0002606408,0.00002513365,0.0001143869,0.0001217115,0.0001818203],"domain_scores_gemma":[0.9972289,0.001829399,0.0001651107,0.0001402799,0.000389966,0.0002463076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007719787,0.00003593964,0.0008592553,0.00005104351,0.00001529732,0.00006042768,0.00002171821,0.9821,0.0001446814,0.008097531,0.002255057,0.006281894],"study_design_scores_gemma":[0.00001290969,0.00001035859,0.00009643925,0.000007286294,0.000003327917,0.000007191372,0.00001203855,0.9957462,0.0001083519,0.003162637,0.0008299355,0.000003454066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1469547,0.002102316,0.7722253,0.00324763,0.0007095313,0.0003566768,0.001936347,0.002542296,0.06992531],"genre_scores_gemma":[0.8069513,0.0007230122,0.1614815,0.0005457788,0.0001169787,0.0005836505,0.001786669,0.0008989095,0.02691219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.017875,"threshold_uncertainty_score":0.05525404,"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."}}