{"id":"W4416336378","doi":"10.23977/aetp.2025.090610","title":"Exploration in Constructing Capstone Courses for Cultivating Mechatronics Talents under the Background of \"New Engineering\"","year":2025,"lang":"","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Capstone; Conceptualization; Process (computing); Mechatronics; Product (mathematics); Product design; Generative grammar; Design education; New product development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003212486,0.0002167754,0.0003057666,0.0008548526,0.0001032136,0.00001325519,0.0003091962,0.000342954,0.0000425287],"category_scores_gemma":[0.0001253134,0.0002276112,0.00003879947,0.001398377,0.000301353,0.0002544948,0.00004151239,0.0004802185,0.000002641429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001364334,"about_ca_system_score_gemma":0.0003156176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001089408,"about_ca_topic_score_gemma":0.0001065322,"domain_scores_codex":[0.9984604,0.00003046249,0.0006972324,0.0004027121,0.00007143866,0.0003377928],"domain_scores_gemma":[0.9986758,0.0006573342,0.0002005679,0.0003385499,0.00009506108,0.00003269619],"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":[0.00001539473,0.0001696298,0.003414518,0.0001313628,0.00003661002,4.018847e-8,0.0003136437,0.01037452,0.00127076,0.973815,0.0002495107,0.01020897],"study_design_scores_gemma":[0.001884778,0.00007519042,0.004395177,0.0004421522,0.00004683477,0.00001749803,0.02388425,0.004695997,0.00168897,0.9286607,0.0338408,0.0003676499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6191491,0.05599061,0.2655924,0.05228864,0.003799857,0.001477233,0.00004311509,0.00007165452,0.001587356],"genre_scores_gemma":[0.9683862,0.00557609,0.02492001,0.000209577,0.00007972198,0.0005394413,0.00003884952,0.00001965118,0.0002304871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.349237,"threshold_uncertainty_score":0.9281714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02487844307085843,"score_gpt":0.3719484040118841,"score_spread":0.3470699609410257,"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."}}