{"id":"W1869882726","doi":"10.24908/pceea.v0i0.4710","title":"THE EFFECT OF EXTREME INTER-CULTURAL EXPERIENCES ON THE DEVELOPMENT OF THE PROFESSIONAL LEADERSHIP AND DESIGN SKILLS OF FUTURE ENGINEERS","year":2012,"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 British Columbia","funders":"","keywords":"Accreditation; Context (archaeology); Professional development; Public relations; Psychology; Engineering education; Psychological intervention; Work (physics); Pedagogy; Engineering ethics; Engineering; Medical education; Political science; Engineering management","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003503499,0.0004714055,0.0003328028,0.000686313,0.003508116,0.004017461,0.0006797946,0.0009415218,0.002121861],"category_scores_gemma":[0.01120875,0.0003418406,0.0003877168,0.0002879441,0.005956275,0.001338693,0.006096403,0.001737536,0.0002452009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009064414,"about_ca_system_score_gemma":0.001049187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002394433,"about_ca_topic_score_gemma":0.005697513,"domain_scores_codex":[0.9951773,0.002809988,0.0001293344,0.0003139305,0.0006422476,0.0009272466],"domain_scores_gemma":[0.9899309,0.004599304,0.001593344,0.0006758909,0.000849131,0.002351491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000421701,0.001149244,0.1070849,0.0001531387,0.00006189866,0.00168514,0.8498391,0.0002838898,0.007026969,0.001184276,0.0006295721,0.03048025],"study_design_scores_gemma":[0.00002359977,0.001399348,0.1819233,0.0001014493,0.00002731712,0.0008660998,0.8064818,0.0001780609,0.0023592,0.0006527242,0.005918236,0.00006878134],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980336,0.00002814331,0.0001020136,0.00006981044,0.00000624372,0.000005785036,0.000002408535,0.000002466444,0.001749509],"genre_scores_gemma":[0.9995116,0.00003170737,0.00007425804,0.00003474597,0.000002501918,0.000007178228,0.00000257042,0.000001956629,0.0003335106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004017461,"threshold_uncertainty_score":0.01852852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249386553605059,"score_gpt":0.2115650689459508,"score_spread":0.1990712034099002,"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."}}