{"id":"W1607839285","doi":"10.1109/ase.2004.58","title":"Refactoring use case models on episodes","year":2004,"lang":"en","type":"article","venue":"Spectrum Research Repository (Concordia University)","topic":"Software Engineering Research","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Code refactoring; Computer science; Software engineering; Property (philosophy); Programming language; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007054346,0.000243354,0.0002353772,0.001518645,0.0008667707,0.0005862851,0.001689214,0.000151909,0.000005113242],"category_scores_gemma":[0.0004246272,0.0002687287,0.0001389888,0.002183415,0.0002385814,0.002116069,0.0009018739,0.001164918,0.00008199652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818398,"about_ca_system_score_gemma":0.0006382694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01679821,"about_ca_topic_score_gemma":0.001018457,"domain_scores_codex":[0.9962331,0.0003427393,0.0001918995,0.0009352074,0.001138513,0.001158551],"domain_scores_gemma":[0.9961619,0.00141404,0.000048622,0.001534876,0.0002581185,0.0005824839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003080629,0.0006273814,0.04765195,0.0001291665,0.0002796169,0.2534243,0.002095836,0.08245613,0.008863265,0.5994709,0.0006387067,0.004054674],"study_design_scores_gemma":[0.01442498,0.008853217,0.1840765,0.001376651,0.00008664648,0.02106277,0.002399667,0.07179683,0.5493768,0.08682132,0.05309669,0.006627872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9287445,0.00003397032,0.06200759,0.0005523323,0.0004483868,0.0003233462,0.000003156831,0.0006262925,0.007260443],"genre_scores_gemma":[0.9953652,0.00003366424,0.001452109,0.000009701904,0.0001580433,0.000003270861,9.024441e-7,0.00003251911,0.002944559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5405136,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06300003456461517,"score_gpt":0.2805878717707753,"score_spread":0.2175878372061602,"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."}}