{"id":"W4402571211","doi":"10.1109/icstw60967.2024.00062","title":"TCPGraphix: A Visualization Tool for ML-Powered Test Case Prioritization Data Analysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Visualization; Prioritization; Data visualization; Test (biology); Data mining; Engineering; Process management; Geology","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":[0.006428072,0.002259999,0.0009118805,0.007736058,0.0006859246,0.004578704,0.002538214,0.001226334,0.02254882],"category_scores_gemma":[0.03398109,0.0008940277,0.001109587,0.003948204,0.0007889911,0.004020144,0.003668716,0.002927472,0.003161222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148826,"about_ca_system_score_gemma":0.002431805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379775,"about_ca_topic_score_gemma":0.003051549,"domain_scores_codex":[0.9972433,0.0008453357,0.0003237162,0.0003437207,0.001091698,0.0001522196],"domain_scores_gemma":[0.9664352,0.02575739,0.001553081,0.003216054,0.002524712,0.0005136167],"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":[0.001301535,0.0005259969,0.01295019,0.003283148,0.0004096277,0.001594997,0.006546546,0.05042353,0.01666291,0.04738386,0.2500313,0.6088863],"study_design_scores_gemma":[0.0005831278,0.000549039,0.01073571,0.0015991,0.0002520494,0.001768558,0.00131821,0.5331144,0.05519405,0.08617298,0.3082797,0.0004330815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01384902,0.0005056183,0.7136973,0.001091799,0.0002320931,0.0005927078,0.01380406,0.249162,0.007065467],"genre_scores_gemma":[0.1772244,0.0009980836,0.7615891,0.0007330744,0.0002117881,0.00210115,0.02103411,0.03028264,0.005825539],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02254882,"threshold_uncertainty_score":0.07543331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04666377528138762,"score_gpt":0.3563540356949651,"score_spread":0.3096902604135775,"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."}}