{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002899973,0.0001962872,0.0001694591,0.0002008109,0.0001107441,0.00005725168,0.0003130812,0.000299516,0.00009087135],"category_scores_gemma":[0.0002253628,0.0002033829,0.0000712515,0.0005354698,0.00001194697,0.0004917246,0.00001856233,0.0005114207,0.00002838727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001987734,"about_ca_system_score_gemma":0.0002752436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005758068,"about_ca_topic_score_gemma":0.0003169134,"domain_scores_codex":[0.9987854,0.000003857926,0.0002968872,0.0001207781,0.0003001236,0.0004929183],"domain_scores_gemma":[0.9992017,0.00003112341,0.0001298444,0.0001278623,0.0002483398,0.0002611867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003612558,0.0003258645,0.7370307,0.001641476,0.0004901119,4.197529e-8,0.02725599,0.07063431,0.01668539,0.02215518,0.1196363,0.004141063],"study_design_scores_gemma":[0.0002115579,0.00001363574,0.7734047,0.0002042872,0.00006143846,0.000004774282,0.001003435,0.002269159,0.02698341,0.00002370315,0.1952682,0.0005517741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708202,0.0002780567,0.00004097532,0.0006322086,0.004821094,0.0002466473,0.000009377819,0.000218886,0.02293253],"genre_scores_gemma":[0.9959881,0.00005762939,0.0005667271,0.0001629088,0.0005114484,0.00008476071,0.000006724638,0.00005595968,0.002565686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07563189,"threshold_uncertainty_score":0.8293713,"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."}}