{"id":"W2156390738","doi":"10.4018/ijdet.2014100102","title":"Intelligent Learning Management Systems","year":2014,"lang":"en","type":"article","venue":"International Journal of Distance Education Technologies","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Learning Management; Intelligent decision support system; Analytic hierarchy process; Process (computing); Intelligent agent; Management system; Artificial intelligence; Rank (graph theory); Hierarchy; Knowledge management; Computational intelligence; Fuzzy logic; Intelligent tutoring system; World Wide Web; Operations research","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":[0.002014108,0.0007727491,0.0005770156,0.002188486,0.001460551,0.00590223,0.002177406,0.001768152,0.01467435],"category_scores_gemma":[0.004203292,0.0002375331,0.0005342514,0.001900279,0.0007302765,0.004563421,0.002865961,0.0009271671,0.005949639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564466,"about_ca_system_score_gemma":0.002041264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001962303,"about_ca_topic_score_gemma":0.001390627,"domain_scores_codex":[0.9977219,0.0004394185,0.0002660421,0.0004289828,0.0009282028,0.0002155073],"domain_scores_gemma":[0.9982521,0.000410864,0.0001995283,0.0003013316,0.0007122991,0.000123766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001507843,0.0002828955,0.004437084,0.0007938297,0.0001092378,0.0004842356,0.0009294485,0.02037447,0.004293259,0.2120459,0.04399512,0.7121038],"study_design_scores_gemma":[0.00009775754,0.0002653827,0.002941201,0.0005842931,0.0001487503,0.0006016252,0.0008692775,0.1129654,0.007729347,0.1533603,0.7202941,0.0001425694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03324689,0.007542574,0.5836533,0.00746355,0.001295991,0.001889338,0.002001997,0.009791308,0.3531151],"genre_scores_gemma":[0.5769365,0.008361733,0.2849486,0.002666635,0.001005629,0.001302537,0.00445998,0.0002936986,0.1200247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01467435,"threshold_uncertainty_score":0.04909062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814743912164527,"score_gpt":0.2834784964030494,"score_spread":0.2753310572814041,"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."}}