{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004545827,0.0001346689,0.0001203673,0.0004550964,0.0001202359,0.00007225526,0.0002759753,0.0001227401,0.0001050229],"category_scores_gemma":[0.000895297,0.0001415801,0.00004565701,0.00115203,0.000012452,0.0004304471,0.00001181109,0.0002301646,0.00002260948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340343,"about_ca_system_score_gemma":0.0003845507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730689,"about_ca_topic_score_gemma":0.001001335,"domain_scores_codex":[0.9990914,0.000004901434,0.0003051044,0.0001170491,0.000226848,0.0002546571],"domain_scores_gemma":[0.9988827,0.0000419814,0.0002079408,0.00009504587,0.0006608627,0.000111508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006096285,0.0001683016,0.08830435,0.0007471535,0.000357542,1.497925e-7,0.01039401,0.002025242,0.06344107,0.638547,0.1866171,0.009391914],"study_design_scores_gemma":[0.0003267745,0.00002793612,0.4835619,0.0002718624,0.0001342341,0.00001576383,0.001307997,0.007774577,0.06020603,0.003809226,0.4416625,0.0009012376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8270077,0.0002587083,0.0006471494,0.002520248,0.009130949,0.0007348891,0.00002581232,0.0006471482,0.1590274],"genre_scores_gemma":[0.9906119,0.000009520655,0.007750039,0.0002240303,0.0001473258,0.00004190463,0.000003938835,0.00003658108,0.001174833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6347378,"threshold_uncertainty_score":0.577347,"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."}}