{"id":"W2570437429","doi":"10.1177/1541931215591037","title":"A Pilot Study for Investigating Factors That Affect Cognitive Load in the Conceptual Design Process","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of New Brunswick","funders":"","keywords":"Cognitive load; Cognition; Affect (linguistics); Task (project management); Process (computing); Conceptual design; Construct (python library); Cognitive style; Cognitive psychology; Psychology; Conceptual framework; Computer science; Human–computer interaction; Engineering; Communication; Systems engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001776438,0.0002360417,0.0002500004,0.00002662897,0.000308164,0.0001395376,0.0003160653,0.00005180926,0.000001129423],"category_scores_gemma":[0.0009530701,0.0001567743,0.00007590507,0.0001736909,0.0001756505,0.0005012216,0.00005446428,0.0003188665,2.751769e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082085,"about_ca_system_score_gemma":0.00007836145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001350084,"about_ca_topic_score_gemma":0.00002237954,"domain_scores_codex":[0.9989688,0.00004082621,0.0002841854,0.0002205922,0.0002148382,0.0002707921],"domain_scores_gemma":[0.9984522,0.0009323712,0.0002293493,0.00005870277,0.0002459165,0.00008141941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008118608,0.0002538019,0.3001238,0.0002243173,0.0001438878,4.475086e-8,0.6943961,0.0005829785,0.001680719,0.0002557758,0.002175281,0.00008209079],"study_design_scores_gemma":[0.001151166,0.0007608333,0.04868395,0.0001794778,0.0001156008,0.000001464752,0.939853,0.001692052,0.006601884,0.0005432597,0.00007798148,0.0003393334],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981486,0.00008863839,0.0000505066,0.00003970004,0.0001584493,0.001086912,0.00001653858,0.00005376721,0.0003568914],"genre_scores_gemma":[0.9994395,0.000006253035,0.0002690625,0.00008244299,0.00006783308,0.00008260411,0.000002489104,0.00003254732,0.00001727795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2514398,"threshold_uncertainty_score":0.639307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253813300740175,"score_gpt":0.3075401013574555,"score_spread":0.182158771283438,"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."}}