{"id":"W1957224981","doi":"10.24908/pceea.v0i0.4037","title":"INNOVATIVE FINAL YEAR DESIGN PROJECT-INTERNATIONAL EXPERIENCE MAKES A WORLD OF DIFFERENCE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Internationalization; Engineering management; Engineering; Engineering ethics; Discipline; Engineering education; Design education; Engineering design process; Political science; Sociology; Business; Mechanical engineering; Social science","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":[0.009974017,0.000934914,0.0006493079,0.0005678873,0.006867859,0.009443304,0.001391619,0.002604431,0.03993466],"category_scores_gemma":[0.004810134,0.000393748,0.0007415561,0.000646952,0.002934803,0.003118139,0.008910508,0.005502945,0.01136428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003060238,"about_ca_system_score_gemma":0.007406467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003817064,"about_ca_topic_score_gemma":0.01991292,"domain_scores_codex":[0.9949833,0.00156336,0.0001197709,0.0004686569,0.001425622,0.001439309],"domain_scores_gemma":[0.9918898,0.0003699266,0.0001423933,0.0007801741,0.001445473,0.005372306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003792212,0.002506198,0.008751432,0.0002510404,0.00003284549,0.0008496647,0.03471094,0.0008639627,0.008732241,0.06154741,0.4785285,0.4028466],"study_design_scores_gemma":[0.00001615108,0.0003356127,0.002586783,0.00006103248,0.000006016387,0.0004598249,0.008462344,0.00005725291,0.001097552,0.001967219,0.9849247,0.00002532889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1269078,0.002855737,0.04475949,0.04131176,0.01102316,0.0004698847,0.0007554065,0.001944105,0.7699727],"genre_scores_gemma":[0.3396354,0.002128444,0.03420731,0.008606849,0.001033109,0.0003730852,0.00132335,0.001547211,0.6111453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03993466,"threshold_uncertainty_score":0.1335948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640656609535525,"score_gpt":0.2194128439971987,"score_spread":0.1930062779018435,"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."}}