{"id":"W3199177554","doi":"10.58459/icce.2012.554","title":"A Framework for Analyzing Course Contents in Learning Management Systems with Respect to Learning Styles","year":2012,"lang":"en","type":"article","venue":"International Conference on Computers in Education","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Course (navigation); Computer science; Learning styles; Learning Management; Mathematics education; Knowledge management; Psychology; Engineering; Multimedia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007777341,0.001618531,0.0006259513,0.00597463,0.001777281,0.006397489,0.001921553,0.001444128,0.002299885],"category_scores_gemma":[0.009961179,0.000624723,0.002303193,0.003516835,0.004117732,0.005482386,0.002344924,0.002372871,0.0008059174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003893924,"about_ca_system_score_gemma":0.004388955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019111,"about_ca_topic_score_gemma":0.007938208,"domain_scores_codex":[0.9941288,0.002290319,0.0009018827,0.0009244236,0.001389739,0.0003648348],"domain_scores_gemma":[0.9940794,0.002725118,0.0007140095,0.0007589125,0.001297631,0.0004250941],"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":[0.0001323098,0.0007396269,0.02013014,0.0007755113,0.0001924327,0.0005620285,0.01660541,0.01992138,0.009976697,0.6099131,0.004206951,0.3168443],"study_design_scores_gemma":[0.0001210647,0.0006088339,0.02568253,0.001344332,0.0002486096,0.001208054,0.01260677,0.1573456,0.007372862,0.6783273,0.1148584,0.0002756033],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0181391,0.0003631102,0.9696657,0.0006160687,0.00004425258,0.0007240679,0.0002620023,0.0006159529,0.009569808],"genre_scores_gemma":[0.0872794,0.0001748731,0.9099306,0.0001076042,0.0000249724,0.0005947204,0.0004495348,0.00006746581,0.001370896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01019111,"threshold_uncertainty_score":0.04113102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05770946140857206,"score_gpt":0.3933807161352831,"score_spread":0.3356712547267111,"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."}}