{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005062775,0.0000811478,0.0000937772,0.0004844298,0.0002056354,0.0005669653,0.0009233884,0.00002738123,0.000002095245],"category_scores_gemma":[0.000005688041,0.00006988016,0.00001496274,0.0008791003,0.0001053623,0.01629213,0.0004345021,0.00007117888,0.00001470768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004880265,"about_ca_system_score_gemma":0.0002808122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006174928,"about_ca_topic_score_gemma":0.000002384337,"domain_scores_codex":[0.9990571,0.00002089489,0.0002858998,0.0001762933,0.0002796782,0.0001801625],"domain_scores_gemma":[0.999411,0.00001697387,0.00009425027,0.0002738716,0.0001221306,0.0000817862],"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":[4.041989e-7,0.00002627227,0.01100641,0.00001436032,7.218894e-7,0.000001100282,0.003227421,0.00001164743,0.0000186815,0.01300764,0.00241406,0.9702713],"study_design_scores_gemma":[0.0005575462,0.0001088471,0.3748426,0.00009599978,5.738317e-7,0.0003864125,0.00009903958,0.5222712,0.0007654414,0.002958471,0.09747981,0.0004340343],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06722962,0.00002906858,0.9262216,0.000553763,0.0006553479,0.0001610443,5.909787e-7,0.0001026289,0.00504635],"genre_scores_gemma":[0.9427774,0.0001023528,0.05524852,0.001787947,0.00005059898,0.00002234135,0.000001690871,0.000001430482,0.000007735513],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9698372,"threshold_uncertainty_score":0.9974665,"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."}}