{"id":"W4252763813","doi":"10.4018/9781591405603.ch121","title":"An XML Multi-Tier Pattern Dissemination System","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Algorithms and Data Compression","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"XML; Computer science; World Wide Web","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":[0.0001408841,0.0004363788,0.0003738964,0.000075312,0.0001526446,0.0002615638,0.00158028,0.000397394,0.00001859772],"category_scores_gemma":[0.000003434575,0.0003849129,0.000137535,0.00001713139,0.00004828049,0.00033198,0.000546744,0.0002325419,0.0003175484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126762,"about_ca_system_score_gemma":0.0000781616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001706422,"about_ca_topic_score_gemma":0.00003239691,"domain_scores_codex":[0.9979508,0.00003231552,0.000389889,0.0008292365,0.0004732543,0.0003245208],"domain_scores_gemma":[0.9977806,0.00001699349,0.0003040162,0.001499486,0.0001557692,0.0002431299],"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":[0.00000355299,0.00001848653,0.00001210909,0.00004216315,0.00002154256,0.00009029671,0.0001140147,7.206345e-7,0.00001442204,0.7934117,0.001024641,0.2052463],"study_design_scores_gemma":[0.004535581,0.002309337,0.004033248,0.01355098,0.000616108,0.001581739,0.0001799973,0.3140112,0.001494622,0.3675018,0.2782143,0.01197109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00001553154,0.000129113,0.5016745,0.000005725537,0.0008974433,0.0002290446,0.0001761292,0.0003401425,0.4965324],"genre_scores_gemma":[0.7947498,0.00001228828,0.05784352,0.0004971417,0.001453672,0.0000917883,0.0001717632,0.0001851211,0.1449949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7947342,"threshold_uncertainty_score":0.9998603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216262378081415,"score_gpt":0.2600217104762516,"score_spread":0.2383954726681101,"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."}}