{"id":"W7124938891","doi":"10.1109/iccica67008.2025.11337930","title":"Machine Learning Based Hybrid Association Rules for Web Usage Mining","year":2025,"lang":"","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Web mining; Web page; The Internet; Markov chain; Scalability; Association rule learning; Scope (computer science); Precision and recall; Web content","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":[0.002660439,0.0003188132,0.0004879568,0.0003720232,0.0006134029,0.0008946043,0.0007615891,0.0001687309,0.0001005319],"category_scores_gemma":[0.0004365003,0.0003131009,0.0002870677,0.0004127906,0.00001748704,0.0004640449,0.0002864737,0.0002854212,0.00001757848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003959277,"about_ca_system_score_gemma":0.0003376904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001896557,"about_ca_topic_score_gemma":0.00005073909,"domain_scores_codex":[0.997235,0.0003629682,0.000738806,0.0007190402,0.0003436026,0.0006006026],"domain_scores_gemma":[0.9975886,0.001107654,0.0004844264,0.0004697,0.0002610551,0.00008857153],"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":[0.00004963701,0.0004210906,0.08528383,0.0008811757,0.0004708902,0.00001453197,0.0005633756,0.0003527801,0.001471438,0.05954657,0.1373217,0.7136229],"study_design_scores_gemma":[0.0006743968,0.0001549536,0.0005629041,0.0002431503,0.00003186654,0.000001203006,0.00002636595,0.7591479,0.005149461,0.0009609628,0.232782,0.0002647598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001998601,0.0007533365,0.9560232,0.00566271,0.001555922,0.0007577375,0.00002903103,0.0005590789,0.03266034],"genre_scores_gemma":[0.8332662,0.00006631113,0.1311378,0.001282183,0.0001409163,0.0001469095,0.0000294294,0.00002291374,0.0339073],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8312676,"threshold_uncertainty_score":0.9999321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895304649160989,"score_gpt":0.2683910690061674,"score_spread":0.2494380225145575,"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."}}