{"id":"W2913811733","doi":"","title":"Proceedings of the Eighth International Workshop on Search-Based Software Testing","year":2015,"lang":"en","type":"article","venue":"International Conference on Software Engineering","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Search-based software engineering; Software engineering; Computer science; Software development; Software metric; Software construction; Process (computing); Software; Metric (unit); Systems engineering; Engineering; Programming language","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":[0.0004195054,0.000240702,0.0001780231,0.0003072341,0.00006484293,0.000247926,0.002259873,0.00009214647,0.00001321246],"category_scores_gemma":[0.006668615,0.000195673,0.00009039194,0.000463065,0.0000575028,0.000313376,0.0003773153,0.0004141707,0.00001739567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149393,"about_ca_system_score_gemma":0.0002054643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002149017,"about_ca_topic_score_gemma":5.291845e-7,"domain_scores_codex":[0.9978993,0.00001429944,0.0003211047,0.0004290988,0.001070734,0.0002654462],"domain_scores_gemma":[0.9976039,0.0005892596,0.0001652747,0.0003420039,0.001172727,0.0001268418],"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":[0.000249267,0.00104976,0.2385356,0.0002110227,0.0003671769,0.00008348969,0.002951426,0.1490549,0.002259315,0.42191,0.03024861,0.1530795],"study_design_scores_gemma":[0.001127043,0.0003591772,0.01611205,0.003219242,0.00001275352,0.00005555525,0.00004802811,0.9497474,0.01397158,0.01224425,0.00223801,0.0008648828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04628688,0.00001739667,0.9376693,0.001960329,0.002617432,0.0003079659,0.00002548878,0.00704603,0.004069158],"genre_scores_gemma":[0.7140496,9.55832e-7,0.2853821,0.0002509674,0.0001285209,0.00002935961,0.000004318262,0.00002210392,0.0001320694],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8006926,"threshold_uncertainty_score":0.7983437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09293096580281542,"score_gpt":0.2918747485365626,"score_spread":0.1989437827337472,"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."}}