{"id":"W4394769335","doi":"10.1145/3597503.3639166","title":"A First Look at the Inheritance-Induced Redundant Test Execution","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Inheritance (genetic algorithm); Computer science; Code refactoring; Code reuse; Code coverage; Test case; Programming language; Test (biology); Code (set theory); Software quality; Software engineering; Software; Software development; Machine learning","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":[0.002959447,0.0004686983,0.0004237403,0.003376688,0.0006564542,0.001060069,0.001017239,0.0006923843,0.001974359],"category_scores_gemma":[0.03199035,0.0003339352,0.000642054,0.002141663,0.0009078039,0.001781215,0.0007889648,0.001198634,0.0002727157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379419,"about_ca_system_score_gemma":0.001467505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003543345,"about_ca_topic_score_gemma":0.006795832,"domain_scores_codex":[0.9938543,0.001314561,0.0005764152,0.000817485,0.002909284,0.0005280219],"domain_scores_gemma":[0.9306718,0.04294997,0.01143155,0.005834501,0.008381602,0.0007305482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004828025,0.0004845036,0.4860315,0.0009420469,0.0002860668,0.006789235,0.002934709,0.01284393,0.04376815,0.02090531,0.00463678,0.419895],"study_design_scores_gemma":[0.00009558857,0.001943505,0.6191229,0.001430776,0.0008595608,0.0374078,0.004857576,0.1844475,0.06790053,0.03410173,0.04761631,0.0002162093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8549726,0.00397984,0.1248913,0.002375457,0.0001421064,0.0001889359,0.0007895368,0.001037947,0.01162234],"genre_scores_gemma":[0.9616829,0.0009033303,0.0348205,0.0003281155,0.00007423473,0.00005031637,0.0007754198,0.0001562084,0.001208871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003543345,"threshold_uncertainty_score":0.01565123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357376165313349,"score_gpt":0.2698936586581968,"score_spread":0.2463198970050633,"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."}}