{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00824073,0.00181939,0.0008622323,0.00445991,0.00163218,0.005017685,0.004517373,0.004177479,0.01440325],"category_scores_gemma":[0.03581602,0.001255811,0.00336321,0.002840986,0.00269917,0.008502229,0.009643083,0.005915755,0.002860444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796334,"about_ca_system_score_gemma":0.00221036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003282952,"about_ca_topic_score_gemma":0.003534368,"domain_scores_codex":[0.992808,0.002653811,0.000524501,0.001757364,0.001975822,0.0002805375],"domain_scores_gemma":[0.9749887,0.01552852,0.001210487,0.005447172,0.002396256,0.0004287862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002386106,0.0002605642,0.001289211,0.001552187,0.0003039238,0.0006576905,0.002663595,0.01614089,0.00603603,0.3295712,0.0247064,0.6165797],"study_design_scores_gemma":[0.0001349171,0.0001112608,0.0004557901,0.0004246458,0.0001475895,0.000707383,0.0008033872,0.1978292,0.008000155,0.6219622,0.1693129,0.0001104238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001282423,0.0002960932,0.9882383,0.002999852,0.00008934988,0.0001723944,0.0002767332,0.003483789,0.003161045],"genre_scores_gemma":[0.02930524,0.0003137668,0.9655401,0.0006495791,0.00008912479,0.0002702395,0.0005998808,0.0003366159,0.002895443],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01440325,"threshold_uncertainty_score":0.04818368,"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."}}