{"id":"W2063094363","doi":"10.1002/smr.286","title":"Analysis of Web‐usage behavior for focused Web sites: a case study","year":2004,"lang":"en","type":"article","venue":"Journal of Software Maintenance and Evolution Research and Practice","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Alberta","funders":"Cairo University; University of Patras","keywords":"World Wide Web; Web mining; Computer science; Web development; Web modeling; Web analytics; Visitor pattern; Web standards; Workflow; Web navigation; Web site; Web design; Process (computing); Data Web; Web service; Web intelligence; The Internet; Database","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":[0.002006916,0.0003327315,0.000387144,0.002375636,0.001416675,0.0008625769,0.001130482,0.00178708,0.0009708229],"category_scores_gemma":[0.008340525,0.0003251663,0.000501899,0.002797372,0.0005772235,0.001131684,0.0005529671,0.0007832055,0.0003137777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018987,"about_ca_system_score_gemma":0.0005945069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01102854,"about_ca_topic_score_gemma":0.03430972,"domain_scores_codex":[0.9986505,0.0006250607,0.0000784326,0.0001789021,0.0003499124,0.0001172884],"domain_scores_gemma":[0.9878793,0.008292029,0.00109011,0.0009807792,0.001153901,0.000603843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005714861,0.006665824,0.7683997,0.0005374366,0.0002568224,0.03490679,0.04720183,0.01165228,0.01326682,0.00188347,0.002872847,0.1117846],"study_design_scores_gemma":[0.0001608479,0.003437563,0.7863289,0.0001891519,0.0002491856,0.02342529,0.05464188,0.1025394,0.01708858,0.001929238,0.00981888,0.0001911068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981039,0.00003046989,0.001252169,0.00005711155,0.000001314393,0.00005098058,0.00008752916,0.0000199149,0.0003965857],"genre_scores_gemma":[0.9928834,0.0000940581,0.006009615,0.0000302487,0.000005344169,0.00005482019,0.0002435859,0.0000131753,0.0006657174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01102854,"threshold_uncertainty_score":0.02192867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09621953881568522,"score_gpt":0.403048427742519,"score_spread":0.3068288889268337,"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."}}