{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00410917,0.0005244564,0.0001903396,0.001028535,0.001869245,0.004974657,0.0009905489,0.001454126,0.02084102],"category_scores_gemma":[0.0104623,0.0003037384,0.0003289673,0.0003653508,0.002245123,0.002569198,0.004135869,0.001613306,0.01138315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008827116,"about_ca_system_score_gemma":0.002799847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005722926,"about_ca_topic_score_gemma":0.001969172,"domain_scores_codex":[0.9972346,0.001109164,0.0001150602,0.0002548495,0.0008734329,0.0004128946],"domain_scores_gemma":[0.9938412,0.001691178,0.0007763406,0.0006342419,0.001500561,0.001556474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009529743,0.001149129,0.01431992,0.0007335246,0.00003798421,0.0007669061,0.03350355,0.001001372,0.01769748,0.03983671,0.1682762,0.722582],"study_design_scores_gemma":[0.00007741112,0.0004693236,0.01019205,0.0006936795,0.00003326354,0.001941586,0.0186511,0.002178537,0.00795265,0.0344981,0.9232432,0.00006907916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2907319,0.008294588,0.09575188,0.05066027,0.00268775,0.0004775539,0.0001436296,0.00229427,0.5489582],"genre_scores_gemma":[0.643984,0.005285913,0.1040535,0.01078052,0.0004860046,0.0002790627,0.0002208647,0.0003957065,0.2345144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02084102,"threshold_uncertainty_score":0.06972021,"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."}}