{"id":"W4415743958","doi":"10.1109/iv68685.2025.00047","title":"A Solution for Explainable AI and Visual Knowledge Discovery","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":"University of Manitoba","funders":"Mitacs","keywords":"Sign (mathematics); Waterfall; Waterfall model; Value (mathematics); Bar (unit)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001109364,0.0004464127,0.0004878196,0.0004949188,0.001198981,0.00198484,0.0007649128,0.0002637686,0.00004552977],"category_scores_gemma":[0.0004038499,0.0004564881,0.0001988975,0.001416608,0.0003477461,0.004066853,0.001185393,0.0002688107,0.0001218515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002962258,"about_ca_system_score_gemma":0.0009037989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004297556,"about_ca_topic_score_gemma":0.0005767454,"domain_scores_codex":[0.9963211,0.0001619748,0.0007768227,0.001315846,0.0002303086,0.00119394],"domain_scores_gemma":[0.9979183,0.0005911512,0.0001341005,0.0005973829,0.0005587733,0.0002002883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001164952,0.0005406573,0.0001703602,0.0004181117,0.00006711375,0.00000629353,0.001632252,0.0000568994,0.002733045,0.6525013,0.01461662,0.3271408],"study_design_scores_gemma":[0.0003932942,0.0005352923,0.0001181851,0.0002424685,0.00005382285,0.000005650997,0.0008275168,0.8678088,0.05307028,0.04272138,0.03373182,0.0004914637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005113947,0.003305202,0.9653168,0.006399827,0.002257632,0.001310966,0.000006740692,0.0001529144,0.01613592],"genre_scores_gemma":[0.9006976,0.0002527427,0.00735646,0.001451927,0.0002248321,0.0002490745,0.000004286267,0.00002303571,0.08974006],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9579604,"threshold_uncertainty_score":0.9997887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461922104715916,"score_gpt":0.3427587886521709,"score_spread":0.3181395676050118,"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."}}