{"id":"W4247890920","doi":"10.1109/metric.2004.1357925","title":"A prototype empirical evaluation of test driven development","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Test (biology); Computer science; Test-driven development; Programming language; Software development; Software","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":[0.0004437951,0.00004228171,0.00004795246,0.00003907758,0.00001848224,0.00001898379,0.0002228899,0.00002405536,0.00001428678],"category_scores_gemma":[0.0002126024,0.00003455331,0.0000120742,0.0001624042,0.000005865735,0.0001855144,0.00006012671,0.00003815587,0.00001412613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004799484,"about_ca_system_score_gemma":0.0002094346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008229708,"about_ca_topic_score_gemma":0.000002962004,"domain_scores_codex":[0.9994268,0.00001306439,0.0001060849,0.0001045147,0.0002833692,0.00006613301],"domain_scores_gemma":[0.9995809,0.00007027341,0.00003554397,0.0001713971,0.0001194702,0.00002247605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002035897,0.001364315,0.05198526,0.0001127131,0.00008741933,0.00001278051,0.007978728,0.02714581,0.003807981,0.06611715,0.001827153,0.8395403],"study_design_scores_gemma":[0.002535683,0.001656242,0.2386069,0.0002365554,0.00005289407,0.00007281979,0.00003284151,0.2446493,0.3779366,0.05002023,0.08315607,0.001043873],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02915029,0.0000176005,0.9684705,0.0004474513,0.00003809257,0.0003000229,7.214387e-8,0.0002649227,0.001311025],"genre_scores_gemma":[0.5236781,9.257148e-7,0.4762384,0.00002724793,0.000004704908,0.00004168719,2.481161e-7,0.000001508009,0.000007250332],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8384964,"threshold_uncertainty_score":0.1409043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07390805756743042,"score_gpt":0.3532777063614152,"score_spread":0.2793696487939848,"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."}}