{"id":"W3168563371","doi":"10.21432/cjlt27853","title":"Virtual Lab Integration in Undergraduate Courses: Insights from Course Design and Implementation","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Virtual lab; Virtual Laboratory; Mathematics education; Virtual learning environment; Educational technology; Teaching method; Course evaluation; Course (navigation); Instructional design; Computer science; Medical education; Multimedia; Psychology; Higher education; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.02927043,0.0004212979,0.0003132546,0.001180094,0.002345411,0.005731875,0.002321371,0.001144652,0.001645285],"category_scores_gemma":[0.04538314,0.0005739418,0.0003197128,0.0008170724,0.001833215,0.002177569,0.002617195,0.001327542,0.0003548581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009342173,"about_ca_system_score_gemma":0.01102786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057552,"about_ca_topic_score_gemma":0.02022092,"domain_scores_codex":[0.9722587,0.01947147,0.0006219733,0.001062984,0.003877587,0.002707362],"domain_scores_gemma":[0.9666776,0.01947086,0.00233539,0.00141765,0.006440676,0.003657753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005916611,0.01349437,0.1610081,0.0005203711,0.00007052172,0.001228215,0.2541516,0.004369433,0.01328124,0.01133205,0.005451703,0.5345007],"study_design_scores_gemma":[0.0007285228,0.01686652,0.3390615,0.001337624,0.0002528202,0.001503304,0.4606346,0.03024767,0.02665156,0.008247085,0.1140199,0.0004490335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750199,0.0001454513,0.01308181,0.001538607,0.00003118863,0.0007778548,0.00003486261,0.00009286417,0.009277469],"genre_scores_gemma":[0.9720659,0.0001534814,0.02326185,0.0003653852,0.00001029971,0.0004215119,0.00008009075,0.00005051617,0.003590949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02927043,"threshold_uncertainty_score":0.1547986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005656985520818767,"score_gpt":0.2297552968125202,"score_spread":0.2240983112917014,"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."}}