{"id":"W2480753357","doi":"10.4018/978-1-60566-982-3.ch108","title":"Hyperlink Structure Inspired by Web Usage","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Hyperlink; Computer science; Visualization; Link analysis; Information retrieval; World Wide Web; Graph; Web mining; The Internet; Data mining; Web page; Data science; Theoretical computer science","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":[0.0001164146,0.0005917517,0.0006048692,0.00008189533,0.0001176933,0.0002458407,0.001871865,0.0007616766,0.00005544215],"category_scores_gemma":[0.000004030119,0.0005282276,0.0002440503,0.00002570234,0.00007291941,0.0001436568,0.0005807865,0.0004248352,0.00009947635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789377,"about_ca_system_score_gemma":0.0001876396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000160119,"about_ca_topic_score_gemma":0.0000828111,"domain_scores_codex":[0.9977797,0.00003301454,0.0005077868,0.0008377142,0.0004202735,0.0004215445],"domain_scores_gemma":[0.9979504,0.00001657778,0.0003509994,0.001366836,0.00009916529,0.0002160382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000260652,0.000004691834,0.000009787124,0.00002348236,0.00004626924,0.00004183004,0.00004643224,1.899294e-8,0.00009021273,0.9196035,0.05060707,0.02952414],"study_design_scores_gemma":[0.0001547277,0.00009814223,0.000006134603,0.00009442335,0.00001698714,0.00008733678,6.351423e-7,0.00002711875,0.0003463353,0.4695546,0.5291109,0.0005026246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00002865105,0.0007868689,0.01318213,0.0000825118,0.001043848,0.0004269143,0.0002739671,0.0007901444,0.983385],"genre_scores_gemma":[0.6613125,0.00004129187,0.02315891,0.002946433,0.0008218279,0.00005336768,0.00002541395,0.0001690833,0.3114711],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6719138,"threshold_uncertainty_score":0.9997169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072453938255815,"score_gpt":0.227498824642439,"score_spread":0.2067742852598808,"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."}}