{"id":"W2072077040","doi":"","title":"JST: An Automatic Test Generation Tool for Industrial Java Applications with Strings","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science; Java; Symbolic execution; Scalability; Suite; String (physics); Programming language; Test suite; Pathfinder; Key (lock); Software engineering; Test case; Database; Operating system; Software; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001713635,0.00009556222,0.00008892968,0.00006434404,0.000150728,0.0003448714,0.0003927757,0.00005901471,0.00001452689],"category_scores_gemma":[0.0001608414,0.00007307837,0.00001800809,0.0002218374,0.00002019725,0.0005753947,0.00004700102,0.00005994696,0.00002416586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002576547,"about_ca_system_score_gemma":0.00007936802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001364352,"about_ca_topic_score_gemma":0.000005029994,"domain_scores_codex":[0.9992666,0.0000140213,0.0001618958,0.0002681781,0.0001288162,0.0001605289],"domain_scores_gemma":[0.998965,0.0002806599,0.00006941686,0.0004808417,0.0001451844,0.00005893151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[8.13833e-7,0.0002078787,0.009787986,0.00001540888,0.00001019368,4.371672e-7,0.0002152641,0.00005419068,0.001437155,0.01205863,0.08554961,0.8906624],"study_design_scores_gemma":[0.000516111,0.000572506,0.001846324,0.00002181688,0.0000100022,0.00001862799,0.000005449015,0.9755754,0.004818807,0.01482011,0.001480012,0.0003148171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02187487,0.000002496436,0.9683537,0.0003734964,0.00003036215,0.0009659916,0.000001567355,0.00816392,0.0002336321],"genre_scores_gemma":[0.405333,1.714731e-7,0.5931918,0.0001973963,0.0001452805,0.000973599,0.000009153548,0.000007471878,0.0001422031],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9755212,"threshold_uncertainty_score":0.3325603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04805541970660984,"score_gpt":0.2650309584620958,"score_spread":0.216975538755486,"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."}}