{"id":"W2054815985","doi":"10.5555/1639809.1639942","title":"Adaptive web navigation","year":2009,"lang":"en","type":"article","venue":"Spring Simulation Multiconference","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Expansive; Task (project management); Field (mathematics); Preprocessor; Web application; Range (aeronautics); The Internet; Data mining; World Wide Web; Artificial intelligence; Engineering; Systems engineering","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":[0.0001467935,0.0001059551,0.0000871165,0.00008680516,0.0001046192,0.0002358569,0.000510941,0.00003249769,0.00001028872],"category_scores_gemma":[0.00003665031,0.0001070252,0.00002958464,0.0002230139,0.00001555377,0.001226084,0.00009608257,0.0000869615,0.0001349336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002791759,"about_ca_system_score_gemma":0.00002475034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001368257,"about_ca_topic_score_gemma":0.000001477605,"domain_scores_codex":[0.9991065,0.00002890029,0.0001677144,0.0002971612,0.0002196977,0.0001800141],"domain_scores_gemma":[0.999309,0.00006269552,0.00007748543,0.0004077409,0.00009017106,0.00005292371],"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":[0.000006899003,0.00007799928,0.001104672,0.000006311458,0.000009963286,0.000009586584,0.0003298532,0.1144796,0.001627711,0.3287762,0.00001786849,0.5535533],"study_design_scores_gemma":[0.0002601191,0.00003846516,0.02867557,0.0000269154,0.000003027454,2.246748e-7,0.000009702552,0.9660842,0.0003444724,0.003696889,0.0007243229,0.0001360994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04799327,0.00001336241,0.9488564,0.000285286,0.0001629048,0.0001531724,0.000001458331,0.0002952743,0.002238921],"genre_scores_gemma":[0.9292631,0.000002896359,0.07043098,0.0001367214,0.00004552216,0.000002271549,0.000005624685,0.000003077072,0.0001098576],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8812698,"threshold_uncertainty_score":0.4364359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03511111319707586,"score_gpt":0.2870446643619927,"score_spread":0.2519335511649168,"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."}}