{"id":"W2886029561","doi":"10.24908/pceea.v0i0.10203","title":"HELPING ENGINEERS DEVELOP AND EXERCISE CREATIVE MUSCLES","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Creativity; Cognitive reframing; Multinational corporation; IBM; Frame (networking); Subject (documents); Engineering ethics; Computer science; Knowledge management; Engineering; Psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002683086,0.0001842242,0.0001718863,0.0003231892,0.0001372122,0.00007919294,0.0002036541,0.0001831922,0.00003232989],"category_scores_gemma":[0.0005261995,0.0001815997,0.00004120052,0.0007619326,0.00004214631,0.0002187632,0.00002169921,0.0002051096,0.00001244821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001105073,"about_ca_system_score_gemma":0.0002754885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870655,"about_ca_topic_score_gemma":0.0008636249,"domain_scores_codex":[0.9990095,0.000002422142,0.0002508923,0.0001674732,0.0002305645,0.0003391455],"domain_scores_gemma":[0.9990554,0.00003120748,0.00008628019,0.0000851905,0.0004733408,0.0002686102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002246354,0.0003397916,0.07896625,0.01044564,0.001462236,7.106617e-7,0.05340475,0.007470962,0.07591496,0.04178061,0.6056307,0.1245609],"study_design_scores_gemma":[0.0006900266,0.000070425,0.694062,0.002352888,0.0002627242,0.00002061217,0.002591178,0.06582441,0.044368,0.0008137436,0.1871919,0.001752152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767562,0.0008688553,0.0003313737,0.003267271,0.005891065,0.0006060361,0.0000356888,0.0006032725,0.01164022],"genre_scores_gemma":[0.9960454,0.00007122538,0.002331593,0.00008690042,0.0003701771,0.00005512488,0.000007766233,0.00004755642,0.000984277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6150957,"threshold_uncertainty_score":0.7405419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004480269120689072,"score_gpt":0.1811311638943957,"score_spread":0.1766508947737066,"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."}}