{"id":"W2097386545","doi":"10.1007/978-1-4615-0457-3_8","title":"A Visual Architectural Approach to Maintaining Web Applications","year":2003,"lang":"en","type":"book-chapter","venue":"Software Visualization","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; World Wide Web; Web server; Schedule; Web page; Web development; Web service; Web navigation; Static web page; Web browser; Software; The Internet; Operating system","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":[0.0003582886,0.0004620168,0.0003562199,0.000560223,0.0002024793,0.0003131845,0.0008319107,0.0003476821,0.00003131416],"category_scores_gemma":[0.0001788131,0.0004945035,0.000138137,0.0003554704,0.00003406389,0.0003073011,0.0002975089,0.0003704262,0.0001112385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588438,"about_ca_system_score_gemma":0.0001300093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004619169,"about_ca_topic_score_gemma":0.00000139092,"domain_scores_codex":[0.9978238,0.00004797484,0.0004316175,0.0008429095,0.0004917629,0.0003619166],"domain_scores_gemma":[0.9983303,0.0002345428,0.0002743805,0.0007609256,0.0001975361,0.0002023355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005741655,0.00004830425,0.00002324473,0.0001014745,0.00005567203,0.000004422579,0.0003788376,0.001441775,0.0000119946,0.9398556,0.003659012,0.05441386],"study_design_scores_gemma":[0.0001633567,0.0001895699,0.00001407587,0.0001535822,0.00004861806,0.00009015565,0.000005124035,0.01415764,0.00006308456,0.03452957,0.9495484,0.001036827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000003071059,0.0002707525,0.9641371,0.0000840459,0.0002175042,0.0009222133,0.00001535672,0.002547139,0.03180277],"genre_scores_gemma":[0.002729014,0.00008903917,0.9508338,0.001736165,0.000421517,0.0006149528,0.000373582,0.0002392651,0.04296269],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9458894,"threshold_uncertainty_score":0.9997507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0186898301387344,"score_gpt":0.2825949362837032,"score_spread":0.2639051061449688,"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."}}