{"id":"W2142331004","doi":"10.1007/978-3-540-76361_3","title":"Analysing the Behaviour of Students in Learning Management Systems with Respect to Learning Styles","year":2008,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Learning styles; Computer science; Artificial intelligence; Learning Management; Mathematics education; Machine learning; Psychology; Knowledge management","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"],"consensus_categories":[],"category_scores_codex":[0.0005950004,0.0003367665,0.0006121487,0.0005563375,0.0002046521,0.00003887878,0.00045472,0.00009143264,0.00006001683],"category_scores_gemma":[0.00007376508,0.0002498414,0.00008858863,0.0002776327,0.0003737449,0.00003144073,0.0002995921,0.0008430131,0.00006038788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001658016,"about_ca_system_score_gemma":0.00002818298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001762475,"about_ca_topic_score_gemma":0.000173613,"domain_scores_codex":[0.9973955,0.0002616217,0.0007100428,0.000587151,0.0007640905,0.0002815847],"domain_scores_gemma":[0.9979719,0.001045543,0.0004326952,0.0001661224,0.0003510141,0.00003271641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002295562,0.0001173662,0.1437051,0.0001364975,0.001390671,0.0004981632,0.02910322,0.7591404,1.798927e-7,0.05474707,0.0001227109,0.01080907],"study_design_scores_gemma":[0.001438306,0.003239984,0.5064322,0.01672317,0.0007417816,0.0001636155,0.4469666,0.003791545,0.000007640093,0.008465921,0.009444843,0.002584487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3791242,0.03306915,0.02060491,0.0003797191,0.001488697,0.003919978,0.00003719077,0.0001756435,0.5612006],"genre_scores_gemma":[0.9371433,0.0009316321,0.0002369939,0.00003104876,0.00005627251,0.00007969451,0.00001632876,0.00003461395,0.06147016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7553489,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09411605372428755,"score_gpt":0.4027022301555138,"score_spread":0.3085861764312262,"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."}}