{"id":"W2216499560","doi":"","title":"Embedding Instructional Design Supports in Course Management System - Implications from Literature Review","year":2006,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Course (navigation); Embedding; Computer science; Knowledge management; Management science; Mathematics education; Engineering; Psychology; Artificial intelligence","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":[0.0003109815,0.0001358896,0.0002077169,0.0004748939,0.0002134554,0.00004577241,0.0002212366,0.0001385129,0.0003237467],"category_scores_gemma":[0.0001123238,0.0001346662,0.00002347716,0.001095641,0.0002465601,0.000131675,0.00003372162,0.0003622624,0.00002853765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122741,"about_ca_system_score_gemma":0.0006154417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006508372,"about_ca_topic_score_gemma":0.0009242086,"domain_scores_codex":[0.9987116,0.0001154045,0.000290021,0.0003534108,0.0002554272,0.0002741801],"domain_scores_gemma":[0.9991227,0.0003268863,0.0001299169,0.0001817248,0.0001598401,0.00007890806],"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":[0.000002778942,0.000100446,0.007801812,0.00006780872,0.00001114487,0.00001130013,0.000161719,0.000003154787,0.00001428599,0.9661806,0.005522847,0.02012215],"study_design_scores_gemma":[0.0003279809,0.00002089346,0.03581441,0.003686829,0.00005705314,0.00001776486,0.0008888582,0.00006350641,0.00002582339,0.9381711,0.02062544,0.0003002929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006134221,0.01371046,0.0002745733,0.963342,0.001570479,0.0008156248,0.0000566307,0.0002221262,0.01387391],"genre_scores_gemma":[0.9707206,0.009075543,0.01674447,0.0002180752,0.0009937501,0.0004229495,0.0003823973,0.00001300068,0.001429157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9645864,"threshold_uncertainty_score":0.5491529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026934683210116,"score_gpt":0.3172283920964502,"score_spread":0.296959045264349,"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."}}