{"id":"W2129923393","doi":"10.24908/pceea.v0i0.3898","title":"BUILDING INNOVATION COMPETENCIES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Knowledge management; Engineering ethics; Engineering; Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003486395,0.0005893913,0.000350323,0.001707475,0.001793311,0.004341753,0.001161287,0.00164574,0.01859838],"category_scores_gemma":[0.009184486,0.000289485,0.0005885151,0.0005010391,0.002875816,0.004504333,0.007676706,0.002626939,0.005839994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567675,"about_ca_system_score_gemma":0.007595346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265289,"about_ca_topic_score_gemma":0.002176431,"domain_scores_codex":[0.9971553,0.0009408065,0.0001109085,0.0002860685,0.001035054,0.0004719114],"domain_scores_gemma":[0.9936962,0.002533254,0.000387589,0.0008069489,0.001196034,0.001379965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002257508,0.0005114934,0.005793484,0.0006836507,0.00001913179,0.000508493,0.01745754,0.001451064,0.005865933,0.5459131,0.01549795,0.4062756],"study_design_scores_gemma":[0.00002826214,0.0004123492,0.008146423,0.00186789,0.00003206918,0.001533917,0.01431127,0.002073966,0.009441894,0.2158671,0.7462277,0.0000571913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07042082,0.001498104,0.08007134,0.008609822,0.0003273042,0.0004617526,0.00008329761,0.0003436513,0.8381839],"genre_scores_gemma":[0.6661961,0.004634712,0.2010897,0.003230317,0.0001787617,0.0006512501,0.0002446022,0.0001526886,0.1236219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01859838,"threshold_uncertainty_score":0.06221777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552046531475621,"score_gpt":0.2045168131082372,"score_spread":0.188996347793481,"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."}}