{"id":"W4410636392","doi":"10.1145/3701716.3717571","title":"Explainability-Driven Quality Assessment for Rule-Based Systems","year":2025,"lang":"en","type":"article","venue":"","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Quality (philosophy); Reliability engineering; Quality assessment; Engineering; Evaluation methods","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008743485,0.0001865889,0.000360967,0.0003128427,0.000325102,0.0005178931,0.0002690559,0.00008161337,0.00005281366],"category_scores_gemma":[0.0001817416,0.000156945,0.0001861223,0.0006567982,0.00003802578,0.0004762884,0.0000763548,0.00008247414,0.00001954114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006914264,"about_ca_system_score_gemma":0.0001112783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612481,"about_ca_topic_score_gemma":0.0000679944,"domain_scores_codex":[0.9986034,0.00001593013,0.0004640344,0.0004163157,0.000224981,0.0002753136],"domain_scores_gemma":[0.9985873,0.0001301971,0.000179181,0.0003699503,0.0007241213,0.000009324369],"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":[0.000171241,0.0008842808,0.1533935,0.01143716,0.0003118518,0.000002139443,0.00001536303,0.1036005,0.0008221449,0.6993418,0.009755732,0.02026441],"study_design_scores_gemma":[0.001139947,0.000003934279,0.005331621,0.0001396066,0.0002114216,4.271177e-8,0.0004221313,0.9441209,0.00004769068,0.01164061,0.03661127,0.0003307837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0496625,0.00008486537,0.922739,0.005379451,0.0005052273,0.0005010726,0.000005295058,0.000374169,0.02074841],"genre_scores_gemma":[0.9932126,0.000001287837,0.002379088,0.001988836,0.0003270647,0.0002931869,0.0000804697,0.00001537073,0.001702077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9435501,"threshold_uncertainty_score":0.640003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04378601453858166,"score_gpt":0.3253330413291861,"score_spread":0.2815470267906044,"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."}}