{"id":"W2103546932","doi":"10.1109/wse.2005.9","title":"Modernizing JavaServer Pages by Transformation","year":2005,"lang":"en","type":"article","venue":"","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Maintainability; Java; World Wide Web; Business logic; Web page; Restructuring; Programming language; Software engineering; Interface (matter); 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":[],"consensus_categories":[],"category_scores_codex":[0.0000931207,0.00004044075,0.00003086314,0.00002570981,0.00005505725,0.0001193674,0.0003358008,0.00001147971,0.00004253344],"category_scores_gemma":[7.43069e-7,0.00003458578,0.00001403431,0.00009227335,0.000004321651,0.001106494,0.00005332645,0.00002082156,0.0002810041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001366711,"about_ca_system_score_gemma":0.000003882307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001615709,"about_ca_topic_score_gemma":0.00001385741,"domain_scores_codex":[0.9996022,0.00000562356,0.00009135703,0.0001214005,0.00009306306,0.00008637542],"domain_scores_gemma":[0.9996502,0.000005887569,0.00001470652,0.0002913427,0.00001143991,0.00002639435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.728698e-7,0.00004124432,0.00001016203,0.000004054089,0.000003878466,8.932291e-8,0.0002210433,0.0002353212,0.0004514533,0.3653291,0.07820935,0.555494],"study_design_scores_gemma":[0.00008517372,0.000004550499,0.0001366495,9.770707e-7,0.000001140053,4.194129e-7,0.00001177563,0.2650956,0.002396999,0.0006534157,0.7315558,0.00005754269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00142838,0.00004984132,0.9529389,0.00824281,0.00001127848,0.00007959543,0.000002065144,0.0001276663,0.03711945],"genre_scores_gemma":[0.8639622,0.00008296307,0.1331475,0.001406052,0.00002258504,0.00002702899,0.00002355418,0.000002884153,0.001325156],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8625339,"threshold_uncertainty_score":0.3611833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583965772785419,"score_gpt":0.2233391497510136,"score_spread":0.2074994920231594,"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."}}