{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008449621,0.0002067975,0.0003181719,0.0004653751,0.0001112713,0.0007593495,0.001408835,0.0000967399,0.000004406237],"category_scores_gemma":[0.00008514116,0.0001844943,0.00006429625,0.0003423666,0.0001168015,0.001442379,0.000213903,0.0001819874,0.000004693429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006644079,"about_ca_system_score_gemma":0.00008523753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004279794,"about_ca_topic_score_gemma":0.0000131964,"domain_scores_codex":[0.9980153,0.0000110078,0.0005041366,0.0005297358,0.0006670666,0.0002727209],"domain_scores_gemma":[0.9983439,0.000114542,0.0004964016,0.0001263674,0.0007997372,0.0001190754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001844722,0.0002351742,0.05485712,0.0002263754,0.0006157689,0.00005437703,0.003791262,0.0005462752,0.2347633,0.6813278,0.0007343198,0.02266384],"study_design_scores_gemma":[0.0008375755,0.0004747297,0.005366094,0.002061776,0.0000751581,0.0001561013,0.007801679,0.9529552,0.02492262,0.004113294,0.0003591523,0.0008765679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282346,0.0001101842,0.02710154,0.0003380157,0.0009233188,0.00017191,0.00002738247,0.0001033488,0.04298968],"genre_scores_gemma":[0.9948033,0.00003153942,0.004668886,0.00004320838,0.0002250529,0.000006610318,0.000003121544,0.000009255772,0.0002090293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.952409,"threshold_uncertainty_score":0.7523459,"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."}}