{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008792851,0.0001713436,0.0001687103,0.0001024187,0.0001591128,0.00002426431,0.0003709612,0.0001015645,0.0000110454],"category_scores_gemma":[0.0006598057,0.00009130641,0.00007098353,0.0004065897,0.00004591223,0.0001181163,0.00002428673,0.0002185746,7.48286e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000560907,"about_ca_system_score_gemma":0.0002329444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004481347,"about_ca_topic_score_gemma":0.00008062401,"domain_scores_codex":[0.9989033,0.00002160843,0.0003718846,0.00008834684,0.0003469192,0.0002678795],"domain_scores_gemma":[0.9990783,0.0002478568,0.0002550277,0.0001109685,0.0002123827,0.00009541641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004150849,0.0004102603,0.2194669,0.004795357,0.00154933,3.313655e-8,0.5569546,0.02316705,0.04297246,0.02021061,0.1093552,0.02107675],"study_design_scores_gemma":[0.00042888,0.00006349814,0.5210073,0.001542049,0.0001065952,0.000004493068,0.0570313,0.003342576,0.3991298,0.00001942927,0.01672631,0.0005977691],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942538,0.0004280853,0.00003798741,0.001484506,0.003045929,0.0004848849,0.000003566852,0.00002688103,0.0002343201],"genre_scores_gemma":[0.9987698,0.00001150254,0.0005294866,0.00002434178,0.0001049658,0.0001553164,0.00000150123,0.00001984438,0.0003832243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4999233,"threshold_uncertainty_score":0.3723367,"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."}}