{"id":"W2098046929","doi":"10.1002/spe.1053","title":"Prioritizing the creation of unit tests in legacy software systems","year":2011,"lang":"en","type":"article","venue":"Software Practice and Experience","topic":"Software Engineering Research","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Blackberry (Canada); Queen's University","funders":"","keywords":"Unit testing; Test-driven development; Computer science; Software engineering; Legacy system; Adaptation (eye); Software development; Development testing; Heuristics; Software; Software development process; Systems engineering; Engineering; Operating system","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":[0.008150267,0.0006879695,0.0005132334,0.002598164,0.0006389734,0.002044158,0.00171287,0.0006288424,0.001449369],"category_scores_gemma":[0.0499706,0.0006889839,0.0004082618,0.001066037,0.0004801047,0.001447119,0.001283361,0.0009108073,0.000495835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289643,"about_ca_system_score_gemma":0.002463039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002612093,"about_ca_topic_score_gemma":0.004661438,"domain_scores_codex":[0.9925542,0.004291069,0.0006072571,0.0006283553,0.001580123,0.0003390696],"domain_scores_gemma":[0.9260782,0.05213396,0.007034401,0.005183284,0.007465438,0.002104739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007382651,0.0007812963,0.06846925,0.0005897909,0.0000749368,0.0007935425,0.001707001,0.03625241,0.03279301,0.002567644,0.003388989,0.851844],"study_design_scores_gemma":[0.0005757214,0.003838123,0.1096919,0.0005839913,0.0003811704,0.003355186,0.002740846,0.6874912,0.1456101,0.01867835,0.02677171,0.0002817686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8520335,0.001000471,0.137146,0.000886668,0.0000657261,0.0004976435,0.00009836611,0.003568037,0.004703625],"genre_scores_gemma":[0.7874817,0.0002589593,0.2103222,0.0001606893,0.00003052435,0.0001368431,0.0002754377,0.0003313095,0.001002379],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008150267,"threshold_uncertainty_score":0.04310322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04501151154634554,"score_gpt":0.3163417384664236,"score_spread":0.2713302269200781,"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."}}