{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002962102,0.001054172,0.00194968,0.005168285,0.0008407224,0.001394068,0.00221871,0.00154436,0.002006224],"category_scores_gemma":[0.008099577,0.0008319982,0.002085546,0.004072038,0.0003877264,0.001776873,0.0008734397,0.002011114,0.001640539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007329967,"about_ca_system_score_gemma":0.001495302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01403992,"about_ca_topic_score_gemma":0.01464878,"domain_scores_codex":[0.9973314,0.0007399004,0.0003454938,0.0006988425,0.0006952869,0.0001891243],"domain_scores_gemma":[0.9924458,0.005563249,0.0004259503,0.0004804715,0.0009577304,0.0001268704],"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":[0.0004231626,0.001015131,0.0165376,0.0003115789,0.0006867223,0.0005348648,0.0001774142,0.3589555,0.003510827,0.003852834,0.005376856,0.6086174],"study_design_scores_gemma":[0.00001214262,0.00004856942,0.0009282715,0.00001912264,0.00003925994,0.000114005,0.00001616556,0.994865,0.0007919064,0.002571129,0.0005790432,0.00001539252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03493979,0.001243389,0.9569333,0.0003200018,0.0001158012,0.000201161,0.001073562,0.003962457,0.001210526],"genre_scores_gemma":[0.4740445,0.001110138,0.5166522,0.0003181046,0.0001723717,0.0005517479,0.003497579,0.0001565974,0.003496737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01403992,"threshold_uncertainty_score":0.02791643,"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."}}