{"id":"W1951235457","doi":"10.24908/pceea.v0i0.4676","title":"FRIENDS OF ENGINEERING - A POSITIVE CONNECTION WITH INDUSTRY","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Aerospace; Engineering; Engineering design process; Engineering management; Process (computing); Management; Mechanical engineering; Computer science; Economics; Aerospace engineering","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":[0.002541905,0.0002304373,0.0002504966,0.001321292,0.01216549,0.005649744,0.0005677665,0.001174792,0.02366537],"category_scores_gemma":[0.006584567,0.0003114307,0.0001920604,0.00103605,0.004628002,0.0039448,0.004985838,0.00344009,0.002539921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002720752,"about_ca_system_score_gemma":0.002810865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229046,"about_ca_topic_score_gemma":0.03875086,"domain_scores_codex":[0.996685,0.001373333,0.00005444221,0.0002345479,0.001101223,0.0005515742],"domain_scores_gemma":[0.9883611,0.002044514,0.001307145,0.0005251192,0.002597658,0.005164569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000799464,0.000588644,0.09337332,0.0002719091,0.00006378261,0.003422691,0.4301613,0.0001597891,0.002422143,0.1007077,0.1965995,0.1721493],"study_design_scores_gemma":[0.000008111913,0.00009503755,0.04626071,0.0001863221,0.00001490566,0.001191234,0.1722967,0.0001075196,0.0002889497,0.00339742,0.7761003,0.00005272231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4098194,0.003973788,0.003056209,0.07040326,0.001919577,0.00007754365,0.0001522892,0.0001714483,0.5104266],"genre_scores_gemma":[0.8895175,0.001935043,0.000727933,0.004331465,0.0002471119,0.00002886282,0.00007589443,0.00009025485,0.1030459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02366537,"threshold_uncertainty_score":0.07916856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00297905564462279,"score_gpt":0.1719145368147111,"score_spread":0.1689354811700883,"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."}}