{"id":"W2145733341","doi":"10.1145/2786805.2786858","title":"Assertions are strongly correlated with test suite effectiveness","year":2015,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Test suite; Assertion; Test (biology); Computer science; Suite; Java; Test case; Code coverage; Code (set theory); Unit testing; Programming language; Algorithm; Machine learning; Software; Regression analysis","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":[0.01888615,0.0008402126,0.0007817411,0.00498593,0.0003354822,0.001766364,0.0009264762,0.001070926,0.001474788],"category_scores_gemma":[0.2660828,0.0004806139,0.000817842,0.00261146,0.001097516,0.003293591,0.001256342,0.001214238,0.000467437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006190499,"about_ca_system_score_gemma":0.0007083042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099896,"about_ca_topic_score_gemma":0.001208226,"domain_scores_codex":[0.9673128,0.009785358,0.004322873,0.00276408,0.01450468,0.001310266],"domain_scores_gemma":[0.3411236,0.5635101,0.05368936,0.01333255,0.02408697,0.004257432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006011669,0.0003185691,0.903013,0.0003789793,0.0005988287,0.0005203988,0.0007475669,0.01785992,0.008079708,0.00106271,0.00080109,0.06601793],"study_design_scores_gemma":[0.00005405649,0.001210828,0.898567,0.0001417689,0.0005870701,0.001667434,0.0006928974,0.07965475,0.01170067,0.003708768,0.001933971,0.00008071618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846379,0.0009310448,0.01091212,0.0002908989,0.00002133453,0.00004812701,0.0003092982,0.0004895542,0.002359699],"genre_scores_gemma":[0.9949485,0.0001460286,0.004023796,0.00003454202,0.00002790815,0.00003070834,0.0005308881,0.00008489111,0.0001727782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01888615,"threshold_uncertainty_score":0.0998807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982942736725199,"score_gpt":0.2597681029273936,"score_spread":0.2299386755601416,"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."}}