{"id":"W2240833107","doi":"","title":"Bringing Changes in the Way We Teach and Assess Learning in Higher Education Through the Use of Learning Management and Open-Sourced Platforms","year":2012,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Open learning; Computer science; Active learning (machine learning); Mathematics education; Pedagogy; Knowledge management; Data science; Engineering ethics; Psychology; Teaching method; Engineering; Artificial intelligence; Cooperative learning","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":[0.02454032,0.0005159673,0.0003219622,0.002585103,0.002841267,0.0183718,0.002149939,0.002702925,0.005457587],"category_scores_gemma":[0.09944335,0.0004644828,0.0004935949,0.001149059,0.004696544,0.01594337,0.009851418,0.004217144,0.00139822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003815726,"about_ca_system_score_gemma":0.006390758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00280954,"about_ca_topic_score_gemma":0.005963468,"domain_scores_codex":[0.9585904,0.02411326,0.001641178,0.003489763,0.01071883,0.001446544],"domain_scores_gemma":[0.9125683,0.04935057,0.007180023,0.01062396,0.01155506,0.008722091],"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":[0.0001425265,0.002599562,0.09510482,0.0003129967,0.0001741833,0.0001433989,0.06389674,0.001411435,0.007299635,0.02942999,0.01825288,0.7812318],"study_design_scores_gemma":[0.0002357062,0.002136644,0.2334783,0.001605129,0.0003925716,0.0008283362,0.1300465,0.01315325,0.02979274,0.2126904,0.374719,0.0009213858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6407292,0.001433396,0.1465179,0.09079755,0.001310697,0.0005717622,0.0002757094,0.004131957,0.1142318],"genre_scores_gemma":[0.9191008,0.0004239733,0.06768461,0.003405391,0.0001881175,0.0001849918,0.00008226508,0.0003535477,0.00857632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02454032,"threshold_uncertainty_score":0.1297832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1811874675029185,"score_gpt":0.335776035887198,"score_spread":0.1545885683842795,"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."}}