{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002633168,0.0001039357,0.000120808,0.0002616718,0.00005263996,0.00001556378,0.0003067461,0.00005934321,0.0000244481],"category_scores_gemma":[0.0002203756,0.0001006494,0.00003576345,0.0005797144,0.00003457491,0.0001329764,0.00001264578,0.0001360093,0.000001734772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005309085,"about_ca_system_score_gemma":0.0002058492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005664961,"about_ca_topic_score_gemma":0.00850294,"domain_scores_codex":[0.9992523,0.000007670552,0.0002651725,0.0001033131,0.0001885878,0.0001830194],"domain_scores_gemma":[0.9993676,0.00003561755,0.0001348261,0.0000945575,0.0002796752,0.00008773033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009556089,0.001214994,0.6964892,0.001263525,0.0003383879,2.302584e-7,0.2217262,0.007541705,0.01529349,0.04320254,0.009567228,0.003352922],"study_design_scores_gemma":[0.0001159526,0.00001742917,0.9791005,0.0001221361,0.00002725132,0.000001307366,0.01462332,0.003360457,0.0009285894,0.00005363363,0.00151034,0.0001390506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970689,0.0000524865,0.00004409802,0.0003203445,0.000396018,0.0003167003,0.00001296511,0.00004833639,0.001740159],"genre_scores_gemma":[0.9980066,0.0000367837,0.001746935,0.00001552345,0.0000169295,0.00004373452,0.000006661934,0.00001370231,0.0001131748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2826113,"threshold_uncertainty_score":0.8563765,"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."}}