{"id":"W2107212069","doi":"10.1109/fuzzy.2007.4295422","title":"Adaptive hyperlinks using page access sequences and minimum spanning trees","year":2007,"lang":"en","type":"article","venue":"Proceedings of ... IEEE International Conference on Fuzzy Systems","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Hyperlink; Computer science; Spanning tree; Minimum spanning tree; Web page; Computer network; World Wide Web; Combinatorics; Mathematics; Algorithm","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":[0.001205469,0.0005094087,0.0008586694,0.004373821,0.0006256936,0.001274573,0.0009750484,0.0009429667,0.0009821688],"category_scores_gemma":[0.01077088,0.0005279321,0.0009222404,0.003041287,0.0008544889,0.003337286,0.0008550663,0.0005189419,0.0003178589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006602574,"about_ca_system_score_gemma":0.0005022752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002548085,"about_ca_topic_score_gemma":0.002325278,"domain_scores_codex":[0.9987932,0.0004107665,0.00008335206,0.0002801761,0.0003673357,0.00006517195],"domain_scores_gemma":[0.9958577,0.002424972,0.0006933312,0.0003311879,0.0005314794,0.0001614464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001918794,0.0001595214,0.006724781,0.0002392694,0.0001722356,0.0002022944,0.0005327101,0.7010639,0.006515877,0.05028557,0.001105542,0.2328065],"study_design_scores_gemma":[0.00001249671,0.00006425371,0.001164373,0.00001686065,0.00003097758,0.0001049275,0.00004355301,0.9479004,0.001222237,0.04871215,0.000709059,0.00001872213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07052521,0.000388013,0.9265451,0.00009838134,0.00002247081,0.0000784627,0.0001100669,0.0005761089,0.001656109],"genre_scores_gemma":[0.7333029,0.0004697828,0.2641268,0.00003368227,0.00005478562,0.0001278125,0.0003123353,0.00009802097,0.001473814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004373821,"threshold_uncertainty_score":0.006375253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282419668866203,"score_gpt":0.3407101067631872,"score_spread":0.2124681398765669,"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."}}