{"id":"W7063789854","doi":"","title":"Adaptive Educational Hypermedia Systems in Technology Enhanced Learning: A Literature Review","year":2010,"lang":"en","type":"other","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Science Foundation Ireland","keywords":"Adaptive hypermedia; Hypermedia; Adaptive learning; Educational technology; Personalized learning; Personalization; Adaptation (eye)","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":[0.001411439,0.0006598344,0.0009603428,0.004710373,0.0004535563,0.002430283,0.0009424989,0.001569325,0.006322594],"category_scores_gemma":[0.003415761,0.0003713314,0.0005100454,0.0109011,0.0006582343,0.002821416,0.0008034808,0.0009268204,0.001766532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101106,"about_ca_system_score_gemma":0.003355531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003295007,"about_ca_topic_score_gemma":0.004554021,"domain_scores_codex":[0.9993203,0.0001573317,0.0001311251,0.0000753136,0.0002756936,0.00004025438],"domain_scores_gemma":[0.9954613,0.003453849,0.0002701483,0.00005825631,0.000677266,0.0000791163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000473634,0.000094842,0.0004386707,0.04920741,0.00005664841,0.0002269165,0.0003692119,0.0005214122,0.0004503676,0.006469322,0.016392,0.9257258],"study_design_scores_gemma":[0.0000239892,0.0001282825,0.003754147,0.07723322,0.000396886,0.001266164,0.001199292,0.0004903361,0.0009141694,0.00607427,0.9084713,0.00004792679],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004733432,0.9932253,0.0005935183,0.0005715858,0.0001495954,0.00002450556,0.0000464552,0.00001103664,0.004904584],"genre_scores_gemma":[0.002329554,0.9959083,0.0007758833,0.0001900833,0.00009885254,0.00002207582,0.00004485067,0.000003033589,0.0006273352],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006322594,"threshold_uncertainty_score":0.02115119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007009186609193696,"score_gpt":0.2457922508774992,"score_spread":0.2387830642683055,"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."}}