{"id":"W1876940367","doi":"10.24908/pceea.v0i0.5869","title":"ALUMNI SURVEY FOR UNIVERSITY OF MANITOBA DEPARTMENT OF BIOSYSTEMS ENGINEERING","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Preparedness; Accreditation; Medical education; Work (physics); Engineering education; Engineering management; Engineering; Medicine; 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":[0.0005921875,0.0001330658,0.0002225513,0.0002461286,0.00003174851,0.00001423339,0.0002593624,0.0001557336,0.00000369344],"category_scores_gemma":[0.0006143798,0.0001460603,0.00008145637,0.0004891993,0.00001408483,0.000114953,0.00001488899,0.0001068825,0.000001843012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001403102,"about_ca_system_score_gemma":0.0003799412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009217053,"about_ca_topic_score_gemma":0.007517931,"domain_scores_codex":[0.9991139,0.00000441473,0.0002845416,0.0001149976,0.0002496049,0.0002325086],"domain_scores_gemma":[0.9987841,0.00006825603,0.0001780472,0.00009841678,0.0006476254,0.0002235427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005358584,0.0005594379,0.3159918,0.01717245,0.001776013,2.603319e-7,0.008882609,0.1660237,0.05726603,0.01288596,0.4153122,0.004075977],"study_design_scores_gemma":[0.001607187,0.0001504225,0.6877099,0.001230806,0.0002927658,0.00000684515,0.00232013,0.1205143,0.04198124,0.0001587045,0.1428705,0.001157141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934554,0.0003066065,0.0006308685,0.0004090614,0.003666197,0.0006037839,0.0002821462,0.0001312274,0.0005147128],"genre_scores_gemma":[0.9981112,0.00001235347,0.001520123,0.000006823577,0.0001030375,0.00001193598,0.00004409163,0.0000308056,0.0001596423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3717181,"threshold_uncertainty_score":0.9973807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234423275178188,"score_gpt":0.1769984139928484,"score_spread":0.1646541812410665,"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."}}