{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007523071,0.0001398275,0.0001651014,0.0001451823,0.0001350214,0.0002051136,0.0007680616,0.00006958683,0.000004182515],"category_scores_gemma":[0.009994969,0.0001120278,0.00002438679,0.0007638425,0.0001462864,0.002845612,0.0003130591,0.0002719148,0.000009766785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003679858,"about_ca_system_score_gemma":0.0001135499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197046,"about_ca_topic_score_gemma":0.00001319999,"domain_scores_codex":[0.9984648,0.0001485474,0.0002949671,0.0003551051,0.0004151488,0.0003213863],"domain_scores_gemma":[0.9958289,0.003075975,0.0001404126,0.0006326223,0.000237853,0.00008418263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001164339,0.0004376187,0.6343479,0.0003985471,0.00005229107,0.000315939,0.2296344,0.0002084117,0.001051629,0.02036129,0.0001291598,0.1129465],"study_design_scores_gemma":[0.001548717,0.0008040013,0.9269528,0.001042893,0.00004017488,0.001087324,0.03902078,0.005518997,0.004451477,0.001609457,0.01658244,0.001340895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6067298,0.002865677,0.3884714,0.0002229879,0.0004699341,0.0005020903,0.00000176705,0.0003775651,0.0003588345],"genre_scores_gemma":[0.9376411,0.0001230071,0.06200838,0.00006023528,0.00002761846,0.00008631566,6.358612e-7,0.00001195775,0.00004073777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3309113,"threshold_uncertainty_score":0.9983442,"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."}}