{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005519385,0.0002752128,0.0002682474,0.0006659342,0.00004509177,0.0000979831,0.0002783228,0.0003453844,0.00001401428],"category_scores_gemma":[0.0005304416,0.0003102663,0.00005975886,0.0004666295,0.00001015117,0.0002855021,0.00002649253,0.0006116001,0.000005309237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116165,"about_ca_system_score_gemma":0.0008165697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004977202,"about_ca_topic_score_gemma":0.0007441431,"domain_scores_codex":[0.9985543,0.000006841164,0.0004279708,0.000269511,0.0002749486,0.0004663622],"domain_scores_gemma":[0.9991587,0.0001111098,0.0001280104,0.0001436119,0.0002276359,0.0002309682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009894711,0.0004939896,0.1024134,0.009620276,0.000346132,8.257855e-7,0.02137105,0.06951925,0.001299991,0.7477726,0.006857337,0.0402952],"study_design_scores_gemma":[0.001552547,0.0001434639,0.7624844,0.01051232,0.0001305157,0.00003479219,0.01779233,0.05818571,0.002766636,0.008297108,0.1350513,0.00304886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764116,0.003878291,0.00007014938,0.00965383,0.004480438,0.001893039,0.000009227609,0.0002787366,0.003324695],"genre_scores_gemma":[0.9936638,0.0005766299,0.003865374,0.0001259713,0.0001300337,0.0006137655,0.00001101948,0.00007018932,0.0009432454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7394755,"threshold_uncertainty_score":0.999935,"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."}}