{"id":"W1568082953","doi":"10.1007/978-3-540-87875-9_39","title":"A Pattern Language Verifier for Web-Based Enterprise Applications","year":2008,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Compiler; Programming language; Software engineering; Process (computing); Software design pattern; 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":[0.0003467007,0.0004887866,0.0004336149,0.0007137871,0.0001813952,0.0002214579,0.003218716,0.0002973806,0.000008380428],"category_scores_gemma":[0.00001228686,0.0004891483,0.0001883632,0.0003643943,0.0003167923,0.0002769127,0.0006055376,0.0005022531,0.00002130161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002828889,"about_ca_system_score_gemma":0.0004796952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001190671,"about_ca_topic_score_gemma":0.00001560613,"domain_scores_codex":[0.9970573,0.00001518476,0.0004132054,0.001341014,0.0006156457,0.0005577176],"domain_scores_gemma":[0.9973496,0.000285362,0.0001916584,0.001821771,0.0001968585,0.0001547157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002768002,0.00003175771,0.0000294127,0.00006382655,0.000007406582,0.00003746591,0.0004529147,0.01494867,0.0001886242,0.003265483,0.0001679481,0.9808037],"study_design_scores_gemma":[0.0003491802,0.0001288123,0.00003235536,0.0002727834,0.000007067295,0.00003821274,2.005322e-8,0.9150454,0.002128059,0.004273969,0.07701188,0.0007122119],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00001763366,0.0003302671,0.9967554,0.000254549,0.0004581544,0.001086291,0.00003277754,0.0008580875,0.0002068503],"genre_scores_gemma":[0.03102135,0.00002505562,0.9670287,0.001128099,0.0002949832,0.0002986962,0.00001850547,0.00005691462,0.0001276497],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9800915,"threshold_uncertainty_score":0.999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115729733229002,"score_gpt":0.2413912174513256,"score_spread":0.2302339201190356,"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."}}