{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002575708,0.0003625467,0.0002872378,0.002523053,0.001751918,0.001013347,0.0006098317,0.0005513713,0.01442094],"category_scores_gemma":[0.005276602,0.0003412217,0.0002465434,0.002491187,0.0002966306,0.0003984252,0.001161603,0.0008050339,0.005049526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00253565,"about_ca_system_score_gemma":0.00610346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1129453,"about_ca_topic_score_gemma":0.2557125,"domain_scores_codex":[0.9985593,0.0002147252,0.000102108,0.00008066936,0.0007153814,0.0003277801],"domain_scores_gemma":[0.9916316,0.0004214497,0.0008378688,0.0002060601,0.004978593,0.001924489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001110049,0.00086403,0.9119457,0.000225095,0.00002895556,0.0001284056,0.004759021,0.00009587268,0.001091508,0.0002755403,0.04863112,0.03184386],"study_design_scores_gemma":[0.0000195544,0.000242459,0.9381792,0.00008682514,0.00001100571,0.0000668456,0.007546206,0.0001253078,0.000292561,0.00003497864,0.05337653,0.00001869724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949347,0.000529747,0.0007102658,0.002509265,0.0002138584,0.00191797,0.01361558,0.0001133394,0.03104299],"genre_scores_gemma":[0.838964,0.003611404,0.004035937,0.005181961,0.00031333,0.004575597,0.02852684,0.00008183398,0.1147091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129453,"threshold_uncertainty_score":0.2245758,"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."}}