{"id":"W2765802442","doi":"10.28945/3213","title":"Prototyping a Learning Management System for Higher Education","year":2008,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Learning Management; Synchronous learning; Experiential learning; Active learning (machine learning); Educational technology; Knowledge management; Learning sciences; Domain (mathematical analysis); Robot learning; Blended learning; Collaborative learning; Human–computer interaction; Multimedia; Cooperative learning; Artificial intelligence; Mathematics education; Teaching method; Psychology","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":[0.004532544,0.0004510302,0.0002392127,0.000559469,0.000783454,0.002737209,0.001538802,0.001168344,0.008432643],"category_scores_gemma":[0.006723483,0.0003292795,0.0003628717,0.000285198,0.0004910268,0.003569174,0.001567242,0.0009475121,0.002230408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000881321,"about_ca_system_score_gemma":0.001221487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005669516,"about_ca_topic_score_gemma":0.0007310396,"domain_scores_codex":[0.9976988,0.0009593535,0.0001504038,0.0002399104,0.0007533104,0.0001980633],"domain_scores_gemma":[0.9961544,0.001744845,0.0001502452,0.0006241088,0.0008674118,0.0004591471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007031274,0.002327559,0.005829492,0.001004684,0.00005250414,0.00109695,0.007544067,0.02102655,0.143234,0.02692507,0.01348723,0.7767689],"study_design_scores_gemma":[0.001197804,0.005985091,0.01325225,0.0007251335,0.0001652432,0.001295163,0.004220984,0.1926391,0.235974,0.01757327,0.5265525,0.0004195914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2437207,0.0001635882,0.7152953,0.001225051,0.0005151113,0.002684722,0.0002080956,0.0119182,0.02426921],"genre_scores_gemma":[0.3098214,0.0001359924,0.6695982,0.0002495779,0.00006745113,0.0008828102,0.0004867687,0.0006486833,0.01810909],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008432643,"threshold_uncertainty_score":0.02821004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458363749219625,"score_gpt":0.3540558400182333,"score_spread":0.3094722025260371,"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."}}