{"id":"W4393408333","doi":"10.1080/09544828.2024.2336837","title":"From theory to practice: a roadmap for applying dual-process theory in design cognition research","year":2024,"lang":"en","type":"article","venue":"Journal of Engineering Design","topic":"Design Education and Practice","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dual (grammatical number); Cognition; Dual process theory (moral psychology); Process (computing); Management science; Designtheory; Computer science; Psychology; Cognitive science; Process management; Engineering; Human–computer interaction; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.122564,0.003952611,0.00402399,0.01556284,0.006344742,0.0283122,0.009692013,0.01343124,0.01217748],"category_scores_gemma":[0.1212896,0.002403196,0.00342922,0.009750499,0.04649164,0.04411892,0.01602247,0.02067879,0.004040163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02011449,"about_ca_system_score_gemma":0.04235636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004656011,"about_ca_topic_score_gemma":0.004197661,"domain_scores_codex":[0.907357,0.06799824,0.004984852,0.006362451,0.01134076,0.001956806],"domain_scores_gemma":[0.7447827,0.2020085,0.003707409,0.02583505,0.01746109,0.006205267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007173354,0.0006428672,0.001484365,0.005080535,0.0001148504,0.000259398,0.01125234,0.003043187,0.0003577993,0.8080934,0.007142135,0.1624574],"study_design_scores_gemma":[0.00006719427,0.0001287578,0.0003660182,0.006456213,0.00003422084,0.0001326011,0.005616203,0.002675267,0.0003316397,0.9321096,0.05201562,0.0000667533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007434276,0.06706367,0.6767666,0.1830584,0.002973806,0.001994152,0.0001878402,0.0008322064,0.05968901],"genre_scores_gemma":[0.1522157,0.04581214,0.7806688,0.0130287,0.001065718,0.004461101,0.0002730774,0.0003175387,0.002157246],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.122564,"threshold_uncertainty_score":0.6481881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08265633532427044,"score_gpt":0.3925605514045925,"score_spread":0.309904216080322,"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."}}