{"id":"W2112314409","doi":"10.24908/pceea.v0i0.3812","title":"PERCEPTIONS AND EXPERIENCE OF PARTICIPANTS IN THE INTERNATIONALLY-EDUCATED ENGINEERS QUALIFICATIONS PILOT PROGRAM, UNIVERSITY OF MANITOBA","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 Manitoba","funders":"","keywords":"Immigration; Perception; Medical education; Focus group; Qualitative research; Public relations; Psychology; Political science; Engineering; Medicine; Sociology; Marketing; Business","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":[0.003964753,0.0004440325,0.0004903164,0.0008237601,0.01233598,0.003227876,0.0009921598,0.001153725,0.002538058],"category_scores_gemma":[0.004444247,0.0004253628,0.0002465796,0.0009536371,0.005587275,0.0009739576,0.003599141,0.002258994,0.0003808469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006734858,"about_ca_system_score_gemma":0.01362767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3697908,"about_ca_topic_score_gemma":0.5934575,"domain_scores_codex":[0.9983279,0.0007568345,0.00003418317,0.0001179987,0.000213664,0.0005494965],"domain_scores_gemma":[0.9958283,0.001206595,0.0002156068,0.00005547843,0.0007655436,0.00192846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003338806,0.0001171065,0.01277997,0.000038061,0.00000236354,0.0004129751,0.9821003,0.00001939643,0.001634859,0.0001484873,0.0003349913,0.002378022],"study_design_scores_gemma":[0.000002496077,0.0000829448,0.007615583,0.00002919993,0.000002781552,0.0000724212,0.9899656,0.00002998117,0.0002204262,0.00002231022,0.00194715,0.000009030674],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978645,0.00007589144,0.0001463398,0.0005025688,0.00001472389,0.00003338381,0.0000288244,0.000004456437,0.0013292],"genre_scores_gemma":[0.9939625,0.0003330314,0.0002801412,0.0005424265,0.000008449621,0.00007601788,0.00003592683,0.00001006874,0.004751546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6302092,"threshold_uncertainty_score":0.7352767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223426781265925,"score_gpt":0.2207465112335193,"score_spread":0.1984038331069269,"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."}}