{"id":"W2168403247","doi":"10.5539/cis.v1n4p183","title":"Web Access Pattern Algorithms in Education Domain","year":2008,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data mining; Tree (set theory); Algorithm; Key (lock); Web application; Web mining; Efficient algorithm; A priori and a posteriori; Machine learning; World Wide Web; Web page; Mathematics; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001307525,0.0005617922,0.001019799,0.002356256,0.0005798839,0.001150854,0.001438862,0.00109526,0.00221204],"category_scores_gemma":[0.005636513,0.0003734151,0.0008257751,0.00392194,0.0003444959,0.002487295,0.0009212875,0.001270096,0.001246491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005482727,"about_ca_system_score_gemma":0.0009903433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004590027,"about_ca_topic_score_gemma":0.003758728,"domain_scores_codex":[0.999084,0.0002306604,0.0001052274,0.0002256405,0.0002796618,0.0000748195],"domain_scores_gemma":[0.9979091,0.001095101,0.0001533277,0.0003416376,0.0004301601,0.00007071376],"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":[0.0001620098,0.0002945373,0.007999399,0.0002202146,0.0001470074,0.0001751727,0.0001192132,0.1370233,0.002292198,0.02482059,0.007462967,0.8192834],"study_design_scores_gemma":[0.0000249753,0.00005764271,0.001262578,0.00001633215,0.00001683929,0.000207867,0.00006078345,0.9570802,0.001274735,0.03593313,0.004056569,0.000008350431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03164748,0.0009996868,0.9621522,0.000476677,0.00005715761,0.0001432077,0.0004936266,0.00154109,0.002488812],"genre_scores_gemma":[0.2517458,0.0009291443,0.7405062,0.0001696585,0.00008616045,0.0002663519,0.001638642,0.0001114954,0.004546494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004590027,"threshold_uncertainty_score":0.009126663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244325437438524,"score_gpt":0.2853798292979625,"score_spread":0.2629365749235772,"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."}}