{"id":"W2152452102","doi":"10.24908/pceea.v0i0.4638","title":"ENHANCED STUDENT PERFORMANCE THROUGH INDUSTRY ADVISORS","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Magellan Aerospace (Canada); Manitoba Hydro; University of Manitoba","funders":"","keywords":"Timeline; Documentation; Work (physics); Process (computing); Engineering management; Bridge (graph theory); Competition (biology); Order (exchange); Computer science; Business; Engineering; Process 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":[0.007750177,0.0007697212,0.0006375882,0.001642375,0.004878882,0.00789987,0.00266794,0.00158145,0.03220209],"category_scores_gemma":[0.02229194,0.0004135475,0.0004834657,0.001598257,0.0008087734,0.001605604,0.007927543,0.002857936,0.01264986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00311331,"about_ca_system_score_gemma":0.009119805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003022363,"about_ca_topic_score_gemma":0.01228664,"domain_scores_codex":[0.9899183,0.004413609,0.0003776195,0.0008504696,0.002819432,0.001620627],"domain_scores_gemma":[0.9505814,0.00487557,0.003307227,0.00234534,0.01081057,0.02807992],"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":[0.0004636094,0.007090938,0.04932418,0.0004180026,0.00004845829,0.0009938527,0.02033263,0.0007927947,0.00928262,0.004327002,0.1155833,0.7913427],"study_design_scores_gemma":[0.000311348,0.003627873,0.1084401,0.0004567316,0.0001164477,0.001722438,0.05318421,0.002527843,0.009068266,0.004407104,0.8159056,0.0002321576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7618296,0.001746715,0.01161866,0.02121011,0.002309454,0.0007797987,0.0004929464,0.00291638,0.1970962],"genre_scores_gemma":[0.8205404,0.001268288,0.01903511,0.004822971,0.0005972778,0.0003824772,0.000494301,0.0004098704,0.1524495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03220209,"threshold_uncertainty_score":0.1077268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008614411596749402,"score_gpt":0.2343771427320085,"score_spread":0.2257627311352591,"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."}}