{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003358221,0.00007820872,0.0001104325,0.0003377717,0.0000459756,0.0002253955,0.001412754,0.00004028207,0.000002200236],"category_scores_gemma":[0.0002831435,0.00006666937,0.00005908929,0.0001984558,0.00003905961,0.0002859629,0.0001282209,0.0002411296,0.00001719196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143758,"about_ca_system_score_gemma":0.00006270642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002111037,"about_ca_topic_score_gemma":3.654735e-7,"domain_scores_codex":[0.9990068,0.00003622783,0.0003370798,0.0001225543,0.0003976372,0.00009969334],"domain_scores_gemma":[0.9988158,0.00005605935,0.0004373351,0.0001853895,0.0004819899,0.00002346031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003191585,0.00009252376,0.00219768,0.00001094226,0.00005282859,0.000004017224,0.0001023066,0.002492173,0.00002181806,0.5554882,0.001145606,0.4383887],"study_design_scores_gemma":[0.0003046973,0.0002027439,0.001274636,0.0005489312,0.00002089023,0.0001476827,0.007748939,0.04074217,0.00101989,0.08456808,0.8631448,0.0002765983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005280495,0.0008108537,0.9756647,0.01216122,0.003120962,0.00003744142,2.822859e-7,0.0002086943,0.002715316],"genre_scores_gemma":[0.9744359,0.0004167254,0.02375954,0.00004762624,0.0001592006,0.000003362247,0.000001223124,0.000004532763,0.00117193],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9691554,"threshold_uncertainty_score":0.2718698,"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."}}