{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001042795,0.00008374429,0.00008818856,0.0002253004,0.002281626,0.0002256308,0.0002450356,0.00004303348,0.0000388677],"category_scores_gemma":[0.0002052204,0.00008224144,0.00001966737,0.0005337609,0.0004043095,0.001142062,0.00003559711,0.0001032344,0.00001854684],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001969942,"about_ca_system_score_gemma":0.006761031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002129203,"about_ca_topic_score_gemma":0.00001951082,"domain_scores_codex":[0.9988314,0.00002750115,0.0001908286,0.0002385861,0.000410336,0.0003013691],"domain_scores_gemma":[0.9988528,0.00004645054,0.0001336079,0.0001053689,0.0007303577,0.000131396],"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":[0.000007934125,0.00004692182,0.002544526,0.0001243296,0.000003611357,1.987986e-7,0.009653399,0.000005853557,0.00008397021,0.3562952,0.0008416877,0.6303924],"study_design_scores_gemma":[0.00008953713,0.00003696813,0.002698233,0.0002178871,0.000007961987,0.00000546928,0.04880372,0.0001973609,0.00008435508,0.0003134446,0.9474026,0.000142447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3996106,0.0001824229,0.001533527,0.01111195,0.002704438,0.002436512,0.000001030662,0.0002707115,0.5821488],"genre_scores_gemma":[0.9679464,0.0001169469,0.007116044,0.0003375995,0.0003026873,0.0003107249,0.000003797685,0.000004909068,0.02386091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9465609,"threshold_uncertainty_score":0.9990172,"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."}}