{"id":"W4412870804","doi":"10.24908/pceea.2025.19710","title":"Impact of Prior Technical Capabilites on Learning the Engineering Design Process","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Process (computing); Computer science; Programming language","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005787348,0.0005851737,0.0004167131,0.002038974,0.001138453,0.006079659,0.001161219,0.000904948,0.009771115],"category_scores_gemma":[0.07404847,0.0004004685,0.0005111626,0.0007516107,0.001503849,0.001630498,0.003533431,0.002271374,0.001258379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767895,"about_ca_system_score_gemma":0.004341114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796618,"about_ca_topic_score_gemma":0.004162023,"domain_scores_codex":[0.9932984,0.001691446,0.0004311391,0.0005338572,0.003160261,0.0008849802],"domain_scores_gemma":[0.8928165,0.0614176,0.01296376,0.004639585,0.0110555,0.01710703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009685297,0.01232455,0.3882622,0.002617524,0.0002285097,0.002760894,0.04624716,0.005955702,0.02979854,0.004885651,0.004926017,0.5010247],"study_design_scores_gemma":[0.000120854,0.007790063,0.8447858,0.001925393,0.0003447352,0.003249044,0.06349724,0.005328637,0.02458259,0.007413769,0.04060809,0.0003537937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800355,0.0005091588,0.001358021,0.0003468638,0.00003488097,0.00006813009,0.00003830648,0.00008597802,0.01752315],"genre_scores_gemma":[0.9965479,0.0002848911,0.001169497,0.00006696869,0.000008911344,0.00003562699,0.0000481268,0.00001374788,0.001824358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009771115,"threshold_uncertainty_score":0.0326876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003728219196820733,"score_gpt":0.2212835694583774,"score_spread":0.2175553502615567,"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."}}