{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1065467,0.0009233455,0.0006059007,0.004761224,0.0118372,0.01219128,0.004171199,0.00392122,0.005695437],"category_scores_gemma":[0.07466159,0.0009211831,0.0008484057,0.002781815,0.006422745,0.009721312,0.02053582,0.00609437,0.001709586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01863598,"about_ca_system_score_gemma":0.06670227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04666893,"about_ca_topic_score_gemma":0.06354933,"domain_scores_codex":[0.9523424,0.02820785,0.002161588,0.002654904,0.008600545,0.006032685],"domain_scores_gemma":[0.8930245,0.02330338,0.005245921,0.008796565,0.04775856,0.02187107],"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":[0.0002927476,0.001995259,0.04056097,0.0006963448,0.00002540745,0.001630074,0.4323364,0.001037415,0.02199883,0.0537005,0.1134405,0.3322856],"study_design_scores_gemma":[0.0001135134,0.0005358232,0.0291532,0.0008206539,0.00001653063,0.0005953892,0.2158196,0.001411642,0.006021447,0.01025994,0.7350556,0.0001967382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5632302,0.001412254,0.1542227,0.1414167,0.005989727,0.006891291,0.001657981,0.002568174,0.122611],"genre_scores_gemma":[0.6988229,0.000646123,0.1976976,0.01448186,0.000770584,0.006671304,0.002789121,0.001180245,0.07694033],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1065467,"threshold_uncertainty_score":0.5634793,"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."}}