{"id":"W2154356482","doi":"10.24908/pceea.v0i0.3719","title":"THE EFFECTS OF LANGUAGE STIMULI ON DESIGN CREATIVITY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Creativity; Cognition; Psychology; Cognitive psychology; Design language; Cognitive science; Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00700635,0.0008370253,0.0004420956,0.0006400061,0.0006425838,0.002445565,0.000761938,0.001236168,0.005781143],"category_scores_gemma":[0.1056447,0.0005034795,0.0006320212,0.0004114606,0.001356595,0.00227419,0.001807908,0.001265885,0.0004715282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000361847,"about_ca_system_score_gemma":0.0003031196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009843187,"about_ca_topic_score_gemma":0.00008579702,"domain_scores_codex":[0.9907898,0.006446807,0.0008372957,0.0004940028,0.001250702,0.0001814551],"domain_scores_gemma":[0.7972884,0.1888855,0.006158801,0.003436578,0.002868925,0.001361902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02663031,0.005895295,0.02814419,0.009550661,0.0003220266,0.002517509,0.02945205,0.006879398,0.6962297,0.01707927,0.001289768,0.1760098],"study_design_scores_gemma":[0.006945211,0.07484198,0.2302274,0.004654055,0.001675117,0.008969678,0.020116,0.02866313,0.5203145,0.06729098,0.03486081,0.001441016],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977763,0.0006239491,0.00898464,0.0002525779,0.0001779804,0.0003173019,0.00008079312,0.0001138081,0.01168596],"genre_scores_gemma":[0.972208,0.0004007675,0.02489046,0.0003690461,0.00005162618,0.0006685554,0.0001184752,0.0001462235,0.001146906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00700635,"threshold_uncertainty_score":0.03705353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191721682307116,"score_gpt":0.2164183455651382,"score_spread":0.204501128742067,"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."}}