{"id":"W2149852996","doi":"10.24908/pceea.v0i0.4010","title":"FOSTERING COLLABORATION IN ENGINEERING DESIGN EDUCATION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engineering education; Medical education; Psychology; Engineering; Mathematics education; Engineering management; Medicine","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":[0.008848672,0.0005157969,0.0004031745,0.001435425,0.00422371,0.004179913,0.001156859,0.001410013,0.004333201],"category_scores_gemma":[0.01469653,0.0004447614,0.0004374647,0.00077056,0.002104774,0.002201859,0.01061384,0.001843768,0.0007603749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001808528,"about_ca_system_score_gemma":0.004706817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005184974,"about_ca_topic_score_gemma":0.001469386,"domain_scores_codex":[0.9896479,0.006678893,0.0002090767,0.0007542602,0.001663782,0.001046096],"domain_scores_gemma":[0.9824243,0.008248615,0.001967939,0.0009616769,0.001017427,0.005379981],"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":[0.0002396321,0.006474393,0.03706604,0.001063297,0.00005826443,0.001145978,0.1270685,0.00120138,0.01128488,0.04503342,0.01616638,0.753198],"study_design_scores_gemma":[0.0006725812,0.007107963,0.1020321,0.003130867,0.0001354781,0.003724528,0.121293,0.005085698,0.01483328,0.153072,0.5887216,0.0001909099],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8462865,0.003749465,0.02932967,0.01105761,0.0004312598,0.0003298295,0.00002294979,0.0003619708,0.1084306],"genre_scores_gemma":[0.9658105,0.001148171,0.02532518,0.0007659755,0.00008092196,0.0002076521,0.00001654669,0.00003144966,0.006613618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008848672,"threshold_uncertainty_score":0.0467968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02493763385431851,"score_gpt":0.2585662704650965,"score_spread":0.233628636610778,"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."}}