{"id":"W1562806970","doi":"10.1007/978-3-642-05441-9_20","title":"Evaluation of Test-Driven Development: An Academic Case Study","year":2009,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Software Engineering Research","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Algoma University","funders":"","keywords":"Test (biology); Cohesion (chemistry); Mathematics education; Group (periodic table); Computer science; Test-driven development; Simple (philosophy); Quality (philosophy); Group cohesiveness; Code (set theory); Engineering management; Software engineering; Psychology; Engineering; Programming language; Social psychology; Software development","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":[0.0101276,0.0007142731,0.000451945,0.001404294,0.001019953,0.001904864,0.002602903,0.001703404,0.001812811],"category_scores_gemma":[0.03469262,0.0002900391,0.0004135151,0.001563596,0.001101641,0.001140793,0.001520423,0.0009262515,0.0006058465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00204717,"about_ca_system_score_gemma":0.001945627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004350717,"about_ca_topic_score_gemma":0.005671516,"domain_scores_codex":[0.9899339,0.006171267,0.0004468845,0.0003809455,0.002589669,0.0004771917],"domain_scores_gemma":[0.9530554,0.03300746,0.001517772,0.003770728,0.006908767,0.001739776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003219165,0.01114403,0.03320885,0.001727676,0.0002070807,0.006768738,0.01732835,0.07188315,0.0241021,0.01641929,0.01562099,0.7983705],"study_design_scores_gemma":[0.002446138,0.02275775,0.07916896,0.001665478,0.0005549536,0.01053083,0.02136066,0.5558974,0.1499216,0.02739757,0.1278296,0.0004690359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896373,0.001056459,0.07295612,0.001151217,0.00006903642,0.001122216,0.0004273955,0.0008822455,0.03269805],"genre_scores_gemma":[0.9554856,0.000314723,0.03911619,0.000122563,0.00001554459,0.0003028443,0.0004596589,0.0001358477,0.004046984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0101276,"threshold_uncertainty_score":0.05356044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2791864633978125,"score_gpt":0.4550068019512754,"score_spread":0.1758203385534629,"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."}}