{"id":"W4294990222","doi":"10.5281/zenodo.4573995","title":"Individual Fairness in Kidney Exchange Programs","year":2021,"lang":"en","type":"paratext","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Institut de Valorisation des Données; Compute Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008808623,0.0007418692,0.001147889,0.0007477771,0.001243472,0.002561421,0.001192947,0.001185448,0.00406735],"category_scores_gemma":[0.02333342,0.0004637968,0.0007861407,0.001011156,0.0018335,0.002047156,0.002059613,0.001830281,0.0002437752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00232246,"about_ca_system_score_gemma":0.004388837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005906134,"about_ca_topic_score_gemma":0.005503607,"domain_scores_codex":[0.9935096,0.004182087,0.0001717382,0.0005931839,0.0008665927,0.0006768355],"domain_scores_gemma":[0.9810122,0.01610742,0.001030926,0.0005794698,0.0007799244,0.0004900684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002678454,0.0001224348,0.001870979,0.0001205474,0.00003180141,0.00007611865,0.0002151894,0.8622701,0.0006157305,0.09216918,0.0009411421,0.04129896],"study_design_scores_gemma":[0.0000554455,0.0001065274,0.0003292325,0.00003853056,0.00001914279,0.00002721953,0.0001286813,0.8939031,0.001241425,0.1022055,0.001930179,0.00001496728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.10347,0.0005436828,0.8830834,0.001169142,0.00006097933,0.0002792952,0.0002043096,0.0003180626,0.01087108],"genre_scores_gemma":[0.695259,0.0003280097,0.3003834,0.0001844403,0.00003967428,0.0003282165,0.0001511994,0.0001562291,0.003169998],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008808623,"threshold_uncertainty_score":0.04658502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05377954364077313,"score_gpt":0.2834166722590045,"score_spread":0.2296371286182313,"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."}}