{"id":"W2148122313","doi":"10.1109/icalt.2008.304","title":"Ways and Means of Employing AI Technology in E-Learning Systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Learning Management; Computer science; Open source; Artificial intelligence; Adaptive learning; Multimedia; Software","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":[0.01788974,0.0009650573,0.0006236846,0.003215937,0.002073132,0.01815599,0.003046372,0.004244871,0.005356969],"category_scores_gemma":[0.01866335,0.001217288,0.0009590901,0.002639839,0.01245418,0.02848524,0.01029438,0.00493307,0.002677901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458017,"about_ca_system_score_gemma":0.001834462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008567839,"about_ca_topic_score_gemma":0.001064544,"domain_scores_codex":[0.977091,0.0151611,0.001607555,0.001234775,0.004233617,0.0006719223],"domain_scores_gemma":[0.9827996,0.00900462,0.0009624553,0.004652357,0.001966337,0.0006144929],"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":[0.0000845653,0.0001458059,0.002989722,0.0009992638,0.0001086171,0.0003010391,0.01126113,0.002341453,0.004743163,0.8251913,0.002973952,0.14886],"study_design_scores_gemma":[0.0001039839,0.0002937655,0.00194443,0.001643344,0.000136962,0.0008516471,0.006145098,0.01075942,0.008154977,0.7599203,0.209831,0.0002150945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04595965,0.01602385,0.6559913,0.03820135,0.0007733236,0.0005579707,0.0001172104,0.001951436,0.2404239],"genre_scores_gemma":[0.4343891,0.01073949,0.5219396,0.002619636,0.0006383314,0.00142046,0.0001228193,0.000411201,0.02771926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01815599,"threshold_uncertainty_score":0.09461111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631500060332872,"score_gpt":0.2303420214820903,"score_spread":0.2040270208787616,"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."}}