{"id":"W2604240173","doi":"10.24908/pceea.v0i0.6519","title":"Creativity in Design Engineers: Attitudes, Opinions and Potentially Influential Factors","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Creativity; Respondent; Psychology; Mathematics education; Curriculum; Variety (cybernetics); Pedagogy; Computer science; Social psychology; Political science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005039498,0.0001347872,0.0001519128,0.0002934558,0.0003513361,0.0002314559,0.0004048704,0.0001318019,0.00005625103],"category_scores_gemma":[0.002374748,0.0001356357,0.00004804515,0.0002113485,0.00005592214,0.0002683625,0.00003798132,0.0002213066,0.000005088297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007045229,"about_ca_system_score_gemma":0.0004821117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0169091,"about_ca_topic_score_gemma":0.007005331,"domain_scores_codex":[0.9990501,0.00001563258,0.0002123046,0.0002350661,0.0002071105,0.0002797697],"domain_scores_gemma":[0.998999,0.0001052531,0.0003368214,0.0001850019,0.0001925464,0.0001813552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003388716,0.0001406193,0.9785827,0.00003973872,0.00003266828,9.789218e-8,0.00360835,0.0002218957,0.001375942,0.01033952,0.005040037,0.0006149749],"study_design_scores_gemma":[0.0001682866,0.00001193398,0.9957948,0.00005299589,0.00001497488,0.000001816143,0.0003280119,0.0001779194,0.00057501,0.00005945973,0.002685155,0.0001295889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905788,0.0000327225,0.00004853518,0.003336872,0.002605749,0.0003607319,0.00002531453,0.00003203018,0.002979273],"genre_scores_gemma":[0.9975809,0.000005510687,0.0003557803,0.00008414516,0.0000899828,0.00004543,0.000003442949,0.00001665735,0.001818145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01721208,"threshold_uncertainty_score":0.9896374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638849865664045,"score_gpt":0.3035290208802569,"score_spread":0.2771405222236164,"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."}}