{"id":"W4390621783","doi":"10.1109/fie58773.2023.10343287","title":"Impacts of Course Culture on Student Creativity Development in Engineering Course Projects","year":2023,"lang":"en","type":"article","venue":"","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Creativity; Nature versus nurture; Psychology; Quality (philosophy); Knowledge management; Pedagogy; Mathematics education; Computer science; Sociology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004480341,0.0002843281,0.0002815306,0.0007437872,0.001813391,0.00549989,0.0008416537,0.0003639719,0.002604136],"category_scores_gemma":[0.0206869,0.0001916094,0.0004932525,0.0006359342,0.001252048,0.0008939987,0.004069827,0.00110151,0.0003573603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001408594,"about_ca_system_score_gemma":0.001560093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001668508,"about_ca_topic_score_gemma":0.002971818,"domain_scores_codex":[0.9934772,0.003569603,0.0003812873,0.0004100343,0.001535387,0.0006266459],"domain_scores_gemma":[0.9681746,0.01535358,0.005285121,0.002096438,0.003048647,0.006041671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000937259,0.004574148,0.7600185,0.0001918318,0.0003492961,0.0006067788,0.03899019,0.0009639447,0.004841135,0.00198699,0.001112773,0.1854272],"study_design_scores_gemma":[0.0000533339,0.001574464,0.9296775,0.0001509505,0.00009522378,0.0003022603,0.05936547,0.001264995,0.002892034,0.0007303815,0.003826059,0.00006734075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968953,0.00006955124,0.0001583222,0.00006667176,0.000009472079,0.00001075186,0.000007613948,0.000004527104,0.00277774],"genre_scores_gemma":[0.9991378,0.00007583891,0.0001501137,0.00002569267,0.000004712892,0.00001781915,0.00001014683,0.000004628754,0.0005731844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00549989,"threshold_uncertainty_score":0.02369463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0507939279838697,"score_gpt":0.4103501993204757,"score_spread":0.3595562713366059,"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."}}