{"id":"W1564936289","doi":"","title":"Model based test suite minimization using metaheuristics","year":2011,"lang":"en","type":"article","venue":"Australasian Journal of Paramedicine","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Edith Cowan University; Royal Academy of Engineering; Carleton University","keywords":"Minification; Metaheuristic; Test suite; Computer science; Suite; Test (biology); Algorithm; Test case; Machine learning; Geology; Geography; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001756393,0.001968009,0.001791398,0.002519012,0.000515527,0.001405534,0.001891725,0.001697984,0.004638379],"category_scores_gemma":[0.00535323,0.0009924751,0.002377245,0.001535724,0.0008535734,0.000835401,0.001473234,0.001786198,0.000547912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969846,"about_ca_system_score_gemma":0.002154893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006267766,"about_ca_topic_score_gemma":0.006259566,"domain_scores_codex":[0.9990004,0.0004373243,0.00004685601,0.0001515858,0.0002067814,0.0001572373],"domain_scores_gemma":[0.9957647,0.003411248,0.0002361178,0.0001201875,0.0003555697,0.0001121507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005786982,0.0000846488,0.0005935597,0.00008523568,0.00006675955,0.00005449785,0.00002507129,0.9633238,0.0006651549,0.004018608,0.000818181,0.03020666],"study_design_scores_gemma":[0.00001476176,0.00003422429,0.00008127676,0.00001536216,0.00001571931,0.00001251998,0.00001194929,0.9964813,0.0001724276,0.002803707,0.000353535,0.000003162992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.044919,0.001438234,0.9420319,0.000509793,0.0001090117,0.0003602381,0.0002586685,0.00108736,0.009285893],"genre_scores_gemma":[0.4092945,0.0008718096,0.5796635,0.0004529964,0.00007266317,0.001271309,0.001095777,0.0004872679,0.006790136],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006267766,"threshold_uncertainty_score":0.01551688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09792129475973263,"score_gpt":0.3059081618920331,"score_spread":0.2079868671323005,"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."}}