{"id":"W1889766029","doi":"10.24908/pceea.v0i0.3585","title":"Hands-on Training and International Experience in Engineering Education","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"TRIPS architecture; Internationalization; Training (meteorology); Engineering; Engineering management; Engineering education; Plan (archaeology); Engineering ethics; Industrial design; Vocational education; Medical education; Public relations; Pedagogy; Sociology; Business; Political science; Transport engineering; Mechanical 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":[0.0011999,0.0004228669,0.0002634656,0.000621097,0.001617585,0.003808546,0.0006000347,0.0009789575,0.02699865],"category_scores_gemma":[0.001897306,0.0001606841,0.0002979781,0.000397955,0.001985184,0.001946178,0.00610149,0.001447824,0.003972454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000661237,"about_ca_system_score_gemma":0.001193062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005404913,"about_ca_topic_score_gemma":0.001661027,"domain_scores_codex":[0.9978847,0.0006408897,0.00006518959,0.000170139,0.000564033,0.0006750946],"domain_scores_gemma":[0.9985001,0.0002973673,0.0000829881,0.0001009221,0.0001158134,0.0009027834],"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":[0.0001904553,0.003781119,0.02083546,0.000916076,0.0000296664,0.00338819,0.1141697,0.0005533361,0.02918338,0.03211576,0.03897811,0.7558587],"study_design_scores_gemma":[0.00004994147,0.003793254,0.07129782,0.001747337,0.0000327348,0.01492929,0.1411689,0.0004475339,0.007172906,0.01123787,0.7479921,0.0001303703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4700752,0.006461522,0.01073751,0.00463894,0.001095664,0.0001650922,0.00004925225,0.000206937,0.5065699],"genre_scores_gemma":[0.8765584,0.003724104,0.004544199,0.002550934,0.0002223377,0.0001071215,0.00006656635,0.00007591741,0.1121504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02699865,"threshold_uncertainty_score":0.09031945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563219502608425,"score_gpt":0.2118511268689681,"score_spread":0.1962189318428839,"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."}}