{"id":"W1965950973","doi":"10.1177/1071181312561072","title":"Investigating the Relation between Cognitive Load and Creativity in the Conceptual Design Process","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Design Education and Practice","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Creativity; Novelty; Cognition; Psychology; Variety (cybernetics); Quality (philosophy); Relation (database); Process (computing); Cognitive psychology; Cognitive load; Perspective (graphical); Conceptual design; Applied psychology; Computer science; Social psychology; Human–computer interaction; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001714069,0.0001372195,0.000137849,0.00001230159,0.0004233458,0.00008229556,0.0001498563,0.00007967475,0.000001678771],"category_scores_gemma":[0.000491616,0.00008112517,0.00004172221,0.0001359158,0.0002703649,0.0006462255,0.00004579053,0.0003595726,3.043697e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004640559,"about_ca_system_score_gemma":0.00002078004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004780438,"about_ca_topic_score_gemma":0.000002092378,"domain_scores_codex":[0.9993035,0.00004171518,0.0002191853,0.0001100525,0.000126404,0.0001991779],"domain_scores_gemma":[0.9986917,0.0009510645,0.0001801856,0.00003987769,0.00009281679,0.00004430207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005503114,0.00002021982,0.5981579,0.0001034065,0.00005267936,4.215606e-9,0.3984019,0.00009845204,0.001193858,0.001134089,0.0004045772,0.0004274167],"study_design_scores_gemma":[0.0002464253,0.00002755405,0.7648838,0.0001564264,0.00009610375,0.000001991913,0.2283798,0.001000607,0.00399574,0.0008222571,0.0001901612,0.0001990744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982178,0.0002285877,0.00004239266,0.0001469523,0.00004723301,0.0002740789,0.000007700721,0.00002387083,0.001011365],"genre_scores_gemma":[0.9994808,0.00003433853,0.0002199539,0.00009476623,0.0001273043,0.00001567087,0.000001507231,0.00001428387,0.00001137424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1700221,"threshold_uncertainty_score":0.3308188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05072198972653086,"score_gpt":0.2779090337421254,"score_spread":0.2271870440155946,"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."}}