{"id":"W85636356","doi":"10.4018/978-1-59140-989-2.ch116","title":"Personalizing Web Portals","year":2007,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"World Wide Web; Enterprise portal; Personalization; Gateway (web page); Web development; Computer science; Web standards; Web service; Web 2.0; Web intelligence; Web application security","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004208967,0.0004866284,0.000472453,0.00009203508,0.0001209595,0.0002565024,0.001484166,0.0005141335,0.0001129033],"category_scores_gemma":[0.00001994356,0.0004954107,0.0003494865,0.00002986883,0.000126474,0.0001407782,0.0003881125,0.0004202944,0.0008711368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002894678,"about_ca_system_score_gemma":0.0003406894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000359298,"about_ca_topic_score_gemma":0.0001123518,"domain_scores_codex":[0.9974572,0.00002311135,0.000491288,0.0008506628,0.0006611359,0.0005166216],"domain_scores_gemma":[0.9982376,0.00006606249,0.0002268931,0.001061537,0.0001636814,0.0002443008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008945292,0.000008548593,0.00001648219,0.00002535013,0.00006195029,0.0001809817,0.0001255529,0.000001236243,0.00002948886,0.9884391,0.004628949,0.006473456],"study_design_scores_gemma":[0.0003272913,0.0001870209,0.0000313083,0.0003403388,0.00005751826,0.0002342918,0.00001378939,0.0004946074,0.000319074,0.6189736,0.3779368,0.001084386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001162296,0.0005005915,0.01781908,0.00011217,0.0008402708,0.0002650048,0.00005111073,0.0003969998,0.9798986],"genre_scores_gemma":[0.2893935,0.00001077767,0.02705343,0.005522875,0.001000734,0.00002069129,0.000006481219,0.0001239409,0.6768675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3733079,"threshold_uncertainty_score":0.9999068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05748694523549452,"score_gpt":0.2840173258998435,"score_spread":0.226530380664349,"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."}}