{"id":"W4412870713","doi":"10.24908/pceea.2025.19721","title":"Modifying the “Bell Ringer” Test Methodology to Evaluate Experiential Learning Outcomes in an Engineering Course","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Course (navigation); Experiential learning; Test (biology); Experiential education; Psychology; Computer science; Mathematics education; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01714332,0.001113115,0.0007770653,0.002298124,0.0009761447,0.001957854,0.002025474,0.001558523,0.005975026],"category_scores_gemma":[0.04213765,0.0003371827,0.001421202,0.001801566,0.001729764,0.001779899,0.002002291,0.002238785,0.001873303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327054,"about_ca_system_score_gemma":0.001999378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180987,"about_ca_topic_score_gemma":0.002500909,"domain_scores_codex":[0.9806279,0.008324499,0.001879243,0.001863715,0.006224229,0.001080384],"domain_scores_gemma":[0.9627229,0.02154658,0.004970145,0.002780841,0.006283033,0.001696496],"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":[0.01575827,0.03830537,0.2763588,0.001394521,0.0007810074,0.0007023676,0.008888319,0.007205886,0.07980902,0.01753693,0.01080599,0.5424535],"study_design_scores_gemma":[0.001534204,0.1385978,0.7024142,0.0002786834,0.0004226547,0.0006218196,0.003010722,0.02359357,0.09683646,0.006098542,0.02618133,0.0004099628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8772973,0.0002201171,0.07849433,0.0003631572,0.0005292263,0.01376555,0.00081111,0.0006789395,0.02784022],"genre_scores_gemma":[0.8282623,0.0002003585,0.1277452,0.000759177,0.0001278027,0.02651287,0.001166043,0.0001780035,0.0150483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01714332,"threshold_uncertainty_score":0.09066367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568230356268183,"score_gpt":0.2767616459132511,"score_spread":0.2610793423505693,"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."}}