{"id":"W2143791583","doi":"10.1109/apsec.2002.1183004","title":"Quality driven transformation compositions for object oriented migration","year":2003,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Business process reengineering; Legacy system; Transformation (genetics); Model transformation; Object-oriented programming; Source code; Software engineering; Process (computing); Programming language; Object (grammar); Program transformation; Quality (philosophy); Set (abstract data type); Software system; Software quality; Software development; Software; Artificial intelligence; Engineering","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":[0.0003233201,0.00006429747,0.00007506005,0.00005991447,0.0001606553,0.00006195674,0.0001343045,0.00003393767,0.000003578273],"category_scores_gemma":[0.0001569962,0.00005809607,0.00004968455,0.0002017974,0.00001234509,0.0003211893,0.000006893855,0.00003565462,0.000005622204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002791185,"about_ca_system_score_gemma":0.0000324894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005275656,"about_ca_topic_score_gemma":0.00003029906,"domain_scores_codex":[0.9993841,0.00006684936,0.0001805954,0.0001456349,0.0001066689,0.0001161442],"domain_scores_gemma":[0.9993581,0.0002284143,0.00004502352,0.0002178144,0.0001176664,0.00003304609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004241671,0.0000969907,0.001640784,0.00002110501,0.000007971273,2.366523e-7,0.001366175,0.00008420056,0.001250456,0.9769782,0.01050422,0.00804538],"study_design_scores_gemma":[0.001536295,0.0005854919,0.007889582,0.00007470387,0.00002005159,0.00004520836,0.00007637563,0.4145437,0.07693178,0.4670727,0.03041195,0.0008122285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006004076,0.000005571549,0.98464,0.0005659229,0.00009114449,0.000245905,0.000003131281,0.005168847,0.003275386],"genre_scores_gemma":[0.5334232,7.95648e-7,0.4663243,0.0001527763,0.000005481633,0.00004310837,0.00001214796,0.000002266798,0.00003591714],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5274191,"threshold_uncertainty_score":0.2369089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0352107065189372,"score_gpt":0.3172132540120987,"score_spread":0.2820025474931615,"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."}}