{"id":"W7131063994","doi":"10.1145/3774816.3774823","title":"Concept-Level Local Explanations of Kidney Transplant Survival Predictions by Black-Box ML Models","year":2025,"lang":"","type":"article","venue":"","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Kidney transplant; Process (computing); Outcome (game theory); Feature (linguistics); Kidney transplantation; Simplicity; Clinical decision making","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003497447,0.00103327,0.000534951,0.001140467,0.0003814197,0.001921007,0.001942255,0.001052189,0.004374116],"category_scores_gemma":[0.01497686,0.0004990894,0.001463382,0.0006116597,0.001110951,0.002339322,0.001964692,0.002049501,0.0004721486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001316734,"about_ca_system_score_gemma":0.001400052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003748551,"about_ca_topic_score_gemma":0.005151885,"domain_scores_codex":[0.9981608,0.001008265,0.0001048464,0.0003284117,0.0002993215,0.00009830764],"domain_scores_gemma":[0.9894804,0.008620003,0.0007021308,0.0006388467,0.0004343246,0.000124308],"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":[0.0002692834,0.0001307629,0.007750154,0.0003566856,0.0002093204,0.0009270722,0.001361086,0.7533014,0.003212127,0.1483096,0.002865173,0.08130741],"study_design_scores_gemma":[0.00002523917,0.0000308478,0.000309465,0.0000361764,0.00003558431,0.0000547858,0.00005902464,0.911147,0.001201949,0.08581404,0.001271676,0.00001421073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03391822,0.0002104853,0.960566,0.001524138,0.00003383293,0.0001013844,0.0006046735,0.001107764,0.001933383],"genre_scores_gemma":[0.6503013,0.0002754175,0.3460373,0.0003930636,0.00006099886,0.0002878259,0.0009904554,0.000150614,0.00150302],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004374116,"threshold_uncertainty_score":0.01849651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04580719372852748,"score_gpt":0.2810144085754511,"score_spread":0.2352072148469236,"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."}}