{"id":"W3124093372","doi":"","title":"Intelligent Learning Management Systems: Definition, Features and Measurement of Intelligence","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Intelligent decision support system; Learning Management; Analytic hierarchy process; Hierarchy; Process (computing); Rank (graph theory); Artificial intelligence; Intelligent agent; Knowledge management; Management system; Computational intelligence; Fuzzy logic; Engineering; Operations research; World Wide Web","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":[0.00310728,0.0005541368,0.0004895913,0.004846941,0.0008399364,0.004852619,0.001072372,0.001553211,0.0007568485],"category_scores_gemma":[0.007128033,0.0002415345,0.0003769105,0.003252883,0.002663275,0.005272936,0.001430422,0.001156759,0.0001682836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001942559,"about_ca_system_score_gemma":0.00145868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001616792,"about_ca_topic_score_gemma":0.0009300897,"domain_scores_codex":[0.9947727,0.00132691,0.0006182108,0.0004856936,0.002540477,0.0002559583],"domain_scores_gemma":[0.9951863,0.002331059,0.0009730133,0.0003263615,0.001038417,0.0001449109],"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":[0.0001373116,0.0002765255,0.0352538,0.001787079,0.0001608109,0.0005369746,0.006419043,0.02006274,0.008108741,0.3762556,0.004688338,0.546313],"study_design_scores_gemma":[0.00005779783,0.000936682,0.08545048,0.002960869,0.0003231978,0.002476788,0.01205295,0.1486785,0.01747792,0.5012817,0.2279255,0.0003775196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2425632,0.02463959,0.6152701,0.008687661,0.0003899956,0.001092805,0.0008726443,0.0008026792,0.1056812],"genre_scores_gemma":[0.8195786,0.003752601,0.1726125,0.0003776932,0.00017791,0.0003618675,0.0003187876,0.00002263683,0.002797377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004852619,"threshold_uncertainty_score":0.01643306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578015151196495,"score_gpt":0.2391047433753989,"score_spread":0.223324591863434,"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."}}