{"id":"W4253500466","doi":"10.22215/etd/2012-06901","title":"Improving testability with stateless method extraction","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Testability; Stateless protocol; Computer science; Mathematics; Algorithm; Statistics","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":[0.003117905,0.001624422,0.001291637,0.003243675,0.0005871349,0.003095459,0.002986156,0.0014487,0.008039414],"category_scores_gemma":[0.02789525,0.00135297,0.002212006,0.002158432,0.001403141,0.00777161,0.002723747,0.002230172,0.002487324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188357,"about_ca_system_score_gemma":0.002670982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002282108,"about_ca_topic_score_gemma":0.004011434,"domain_scores_codex":[0.9914443,0.002395463,0.001006601,0.001086278,0.003566582,0.0005008048],"domain_scores_gemma":[0.9564422,0.02405347,0.002348803,0.01243523,0.004414808,0.0003055184],"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":[0.0006137564,0.0004124072,0.004333415,0.0008664231,0.000160756,0.0003469907,0.0003525619,0.02865023,0.06135149,0.02321061,0.008667996,0.8710333],"study_design_scores_gemma":[0.0002358802,0.0004855331,0.0024362,0.0002698298,0.0002873468,0.0006943148,0.0001316785,0.6739951,0.2165331,0.08227047,0.0225199,0.0001405951],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03440518,0.0006505693,0.9287167,0.0005253783,0.0001378833,0.0002306998,0.0006330274,0.03104317,0.003657495],"genre_scores_gemma":[0.3986495,0.0006371805,0.5851089,0.0004506869,0.00009629423,0.0003111431,0.003396103,0.004552708,0.006797432],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008039414,"threshold_uncertainty_score":0.02689451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902002175544895,"score_gpt":0.3228326956727658,"score_spread":0.3038126739173169,"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."}}