{"id":"W2138957073","doi":"10.24908/pceea.v0i0.5950","title":"Industry Forum III: Towards A Common Language","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Rubric; General partnership; Work (physics); Engineering education; Perception; Measure (data warehouse); Psychology; Engineering; Medical education; Engineering ethics; Engineering management; Pedagogy; Computer science; Business; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003149759,0.0001825995,0.0001792711,0.0002750039,0.00006933083,0.00008968692,0.0003247242,0.0003745644,0.00003275951],"category_scores_gemma":[0.0003556955,0.0001845805,0.00006560596,0.0006308229,0.000009790329,0.0001967134,0.00002436377,0.0005882464,0.00001896162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003180314,"about_ca_system_score_gemma":0.0007818708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004348613,"about_ca_topic_score_gemma":0.003152787,"domain_scores_codex":[0.9988639,0.000003517932,0.0002906718,0.0001340563,0.0003497901,0.000358116],"domain_scores_gemma":[0.9990166,0.00001383666,0.0001145704,0.0001185308,0.0003405557,0.0003958629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002732208,0.0001224752,0.1007793,0.0004537451,0.0002704071,3.79047e-7,0.01242012,0.02467096,0.002367372,0.009766648,0.8429382,0.0062077],"study_design_scores_gemma":[0.001483579,0.00005183598,0.3294403,0.0007795972,0.0001700748,0.00004087765,0.01640571,0.03349758,0.02912067,0.0005081481,0.5864323,0.002069257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562095,0.0004332462,0.00003681955,0.005255603,0.005717228,0.0004462021,0.00002429386,0.0004975843,0.03137946],"genre_scores_gemma":[0.9956921,0.000006088281,0.0007438542,0.0002674845,0.0001826757,0.00007899198,0.00001349395,0.00004759142,0.002967775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2565058,"threshold_uncertainty_score":0.831641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006164482795277083,"score_gpt":0.2080142430456726,"score_spread":0.2018497602503955,"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."}}