{"id":"W2886226244","doi":"10.24908/pceea.v0i0.10632","title":"Innovation, Industry Engagement, and Entrepreneurship in Engineering Programs","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Entrepreneurship; Benchmarking; Curriculum; Knowledge management; Engineering education; Engineering management; Engineering; Core (optical fiber); Business; Engineering ethics; Marketing; Computer science; Sociology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005217346,0.0001957465,0.0001669502,0.0007254358,0.00007784348,0.0001073544,0.0002313596,0.0002880126,0.0000377899],"category_scores_gemma":[0.0007804977,0.0002178307,0.00003206727,0.001459605,0.00002171237,0.0002341723,0.00002510763,0.0005472113,0.000007180443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001137795,"about_ca_system_score_gemma":0.0002806855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116223,"about_ca_topic_score_gemma":0.002050912,"domain_scores_codex":[0.9988288,0.000005622624,0.0003812374,0.0001925522,0.0002115413,0.0003802164],"domain_scores_gemma":[0.9991643,0.00003990172,0.0001188914,0.0001197354,0.0004030609,0.0001541515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002893831,0.0001046922,0.9114014,0.001056848,0.0001508911,2.095316e-7,0.005969826,0.008595215,0.01054162,0.03545314,0.02007837,0.006644896],"study_design_scores_gemma":[0.0004726622,0.0000386472,0.8300061,0.0006022542,0.00004651491,0.00001136201,0.0006059133,0.02286474,0.01004014,0.0002682957,0.1342545,0.0007889575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926046,0.0001261514,0.00003307117,0.001242826,0.00204534,0.0003572909,0.000007228348,0.0002244637,0.003359081],"genre_scores_gemma":[0.9979235,0.00001367709,0.0007426195,0.0001188199,0.0003278737,0.00008388676,0.000009634732,0.0000512919,0.0007286849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1141761,"threshold_uncertainty_score":0.8882879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172221954493061,"score_gpt":0.2341187834738655,"score_spread":0.2168965880245594,"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."}}