{"id":"W4386234647","doi":"10.1007/978-3-031-43088-6","title":"Web Information Systems and Technologies","year":2023,"lang":"en","type":"book","venue":"Lecture notes in business information processing","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of West Attica; Universidad de Valladolid; RWTH Aachen University; Trakya Üniversitesi; University of South Australia; Universidad Carlos III de Madrid; Università di Bologna; Dalhousie University; Tallinna Tehnikaülikool; Libera Università di Bolzano; Jyväskylän Yliopisto; University of New England; Università degli Studi di Torino; Lviv Polytechnic National University; Northumbria University","keywords":"Focus (optics); Computer science; World Wide Web; Web intelligence; Web application; Data science; Web development; The Internet","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004128291,0.0003247164,0.0004039978,0.001733827,0.0002001233,0.002011212,0.0007624351,0.0005387294,9.282224e-7],"category_scores_gemma":[0.000818412,0.0002857638,0.00003325416,0.001798146,0.00008666486,0.008952509,0.0004489816,0.0004562712,0.00009524659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015843,"about_ca_system_score_gemma":0.0006128857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001826803,"about_ca_topic_score_gemma":0.00001217369,"domain_scores_codex":[0.9982468,0.00001692822,0.000774149,0.0002200016,0.0004559082,0.0002861619],"domain_scores_gemma":[0.9981971,0.0001315564,0.0007054863,0.0004762657,0.0004614772,0.00002807278],"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":[0.000003319297,0.000003503901,0.00006098862,0.00208263,0.00001731132,0.000003133317,0.001157961,0.01135721,0.000001741651,0.002880323,0.001174573,0.9812573],"study_design_scores_gemma":[0.0005431475,0.00002006428,0.0002499663,0.003501412,0.00004854969,0.00005202353,0.0001890142,0.7813774,0.00003520986,0.008871731,0.2041169,0.0009945787],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00003087342,0.001019722,0.9855999,0.001238901,0.0005356172,0.0002595352,0.00004178943,0.001551052,0.009722631],"genre_scores_gemma":[0.7883456,0.0103122,0.1567738,0.005240856,0.001594007,0.001158693,0.01634395,0.0003635441,0.01986728],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9802627,"threshold_uncertainty_score":0.9999595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01138777133348189,"score_gpt":0.2251750073854367,"score_spread":0.2137872360519548,"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."}}