{"id":"W3003094031","doi":"10.24908/pceea.vi0.13701","title":"ENGINEERS-IN-RESIDENCE PROGRAMS AS A FRAMEWORK FOR INDUSTRY ENGAGEMENT IN UNDERGRADUATE ENGINEERING EDUCATION: CHALLENGES AND OPPORTUNITIES","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; McMaster University; University of Waterloo; University of Manitoba","funders":"","keywords":"Leverage (statistics); Engineering education; Residence; Engineering ethics; Institution; Perspective (graphical); Engineering management; Medical education; Engineering; Sociology; Pedagogy; Political science; Medicine; Computer science","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":[0.01453969,0.0004100638,0.0003749059,0.002406796,0.01166806,0.01415537,0.002915961,0.002252095,0.006389056],"category_scores_gemma":[0.01053398,0.0003333356,0.0003387436,0.003904666,0.01373368,0.005276031,0.01602894,0.006469175,0.0009743553],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03333607,"about_ca_system_score_gemma":0.1322026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1321585,"about_ca_topic_score_gemma":0.3742669,"domain_scores_codex":[0.9854285,0.006588722,0.0003471388,0.0007302985,0.002671401,0.00423394],"domain_scores_gemma":[0.9706768,0.004913462,0.001264245,0.0008896007,0.004224273,0.01803163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008333382,0.001312185,0.03098076,0.001241607,0.00002235344,0.0006257891,0.12526,0.001165251,0.00173554,0.3344599,0.03579333,0.4673201],"study_design_scores_gemma":[0.00003063325,0.00038152,0.03982975,0.00232393,0.00001952648,0.0003760924,0.2802979,0.001038192,0.000942945,0.02312605,0.6515449,0.00008843061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3393039,0.01636294,0.0367756,0.2383673,0.002158053,0.00119979,0.0002928436,0.0005155216,0.3650239],"genre_scores_gemma":[0.9310557,0.007212477,0.01636299,0.01036332,0.0002974929,0.0005553094,0.0001728855,0.0001324358,0.03384733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.966664,"threshold_uncertainty_score":0.2627786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215559181503267,"score_gpt":0.2338796309300157,"score_spread":0.212323712779689,"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."}}