{"id":"W4415826605","doi":"10.5206/cjsotlrcacea.2025.1.16584","title":"Impacts of the Active Learning Classroom on Student Learning and Engagement: The Role of Technology","year":2025,"lang":"fr","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assiniboine Community College; Brandon University","funders":"","keywords":"Active learning (machine learning); Student engagement; Experiential learning; Perception; Cooperative learning; Learning environment; Educational technology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01011241,0.0001563076,0.0002401707,0.0001616048,0.0102646,0.0001832466,0.0007142296,0.000125812,0.00003385731],"category_scores_gemma":[0.004939221,0.00008104859,0.0001486453,0.0002559663,0.001128908,0.000134426,0.0001238581,0.005263558,5.918837e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002095801,"about_ca_system_score_gemma":0.0004537418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008620851,"about_ca_topic_score_gemma":0.006996948,"domain_scores_codex":[0.9957053,0.003040429,0.0003429673,0.0001494227,0.0003889341,0.000372949],"domain_scores_gemma":[0.9962884,0.002785726,0.0005845226,0.0001513756,0.00008085265,0.0001091689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002836038,0.00003618327,0.6884702,0.00002937648,0.000453698,3.887462e-7,0.07611185,0.004730941,0.0002120628,0.09093168,0.00002447783,0.1389707],"study_design_scores_gemma":[0.0004056085,0.0002610042,0.4359821,0.0007153036,0.0003428253,0.000009841758,0.3104861,0.0001254743,0.000117684,0.008791607,0.2426414,0.0001210324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443586,0.01358138,0.0000150729,0.03823593,0.0005395836,0.0002991242,0.000003440981,0.000004005833,0.002962887],"genre_scores_gemma":[0.9898067,0.0007329172,0.00003922861,0.0001501882,0.0001068815,0.000006111172,4.251832e-7,0.00001267473,0.009144941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2524881,"threshold_uncertainty_score":0.9979808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050090532487557,"score_gpt":0.3421119962094709,"score_spread":0.3216110908845953,"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."}}