{"id":"W1959372932","doi":"10.24908/pceea.v0i0.3795","title":"PROMOTING COLLABORATIVE, SELF-DIRECTED, HANDS-ON LEARNING IN ENGINEERING DESIGN IN UNDERGRADUATE AND GRADUATE TEACHING","year":2011,"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":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; University of Guelph","keywords":"Capstone; Engineering education; Inclusion (mineral); Computer science; Project-based learning; Engineering management; Mathematics education; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006539634,0.0007741359,0.0005184507,0.00158214,0.002346411,0.005898546,0.00242291,0.002580027,0.006285332],"category_scores_gemma":[0.01295093,0.0005520575,0.0006827866,0.0007092516,0.003187031,0.002749373,0.009107554,0.00242309,0.003154451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564937,"about_ca_system_score_gemma":0.004153685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004957594,"about_ca_topic_score_gemma":0.002152816,"domain_scores_codex":[0.9910645,0.004155796,0.0002248737,0.0009285985,0.002904275,0.0007220781],"domain_scores_gemma":[0.9891974,0.004639025,0.0008516259,0.001192667,0.0011812,0.002938011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009858656,0.009012444,0.008823411,0.001071888,0.00003983318,0.0005843248,0.06774011,0.002489818,0.02603965,0.02600435,0.02185931,0.8362364],"study_design_scores_gemma":[0.0005239134,0.006125177,0.05790279,0.003251149,0.00008799719,0.007540687,0.06389187,0.01108913,0.04852989,0.1601243,0.6403576,0.000575325],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3724715,0.002297443,0.346189,0.01101507,0.0006670856,0.002003867,0.00003959685,0.001855887,0.2634606],"genre_scores_gemma":[0.5817362,0.00236372,0.3577867,0.003590512,0.0002788668,0.001191255,0.0001188939,0.0003073017,0.05262652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006539634,"threshold_uncertainty_score":0.0345853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012777538634199,"score_gpt":0.1899262148127278,"score_spread":0.1797984394263858,"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."}}