{"id":"W4403764128","doi":"10.24908/pceea.2023.17083","title":"A Socio-Emotional Framework to Understand Engagement in Engineering Student Project-Teams","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Student engagement; Psychology; Knowledge management; Engineering; Mathematics education; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00275035,0.0005864137,0.0002390109,0.001953596,0.002436008,0.004921098,0.001092965,0.001356361,0.002973237],"category_scores_gemma":[0.003720669,0.0002172074,0.0006055505,0.0009578719,0.008444021,0.003220175,0.003808376,0.002079473,0.0002628488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003367261,"about_ca_system_score_gemma":0.00220231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005209647,"about_ca_topic_score_gemma":0.004364634,"domain_scores_codex":[0.9976231,0.001574774,0.00008692962,0.0001738139,0.0002532518,0.0002880948],"domain_scores_gemma":[0.9976959,0.001150317,0.0003802501,0.0001128549,0.0002423237,0.0004184961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006237497,0.0005514437,0.03800651,0.0002911799,0.00005436105,0.0009337683,0.1947158,0.006819396,0.001824086,0.7198458,0.00164187,0.03525341],"study_design_scores_gemma":[0.00005806126,0.0003474093,0.09480286,0.0004979707,0.00006765359,0.0006684666,0.2677231,0.0417622,0.0006761692,0.5307099,0.06255813,0.0001282189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5171534,0.002303341,0.2414042,0.01592969,0.0002672954,0.0006381824,0.0002356254,0.0001447883,0.2219235],"genre_scores_gemma":[0.9894165,0.0002383212,0.008472286,0.00024748,0.00002835261,0.0002165168,0.00003724304,0.00001133846,0.001331812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005209647,"threshold_uncertainty_score":0.02443129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008746680413335896,"score_gpt":0.2383935681140159,"score_spread":0.22964688770068,"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."}}