{"id":"W7134253533","doi":"10.21606/drslxd.2025.073","title":"Dynamic Linkage for Understanding Design Knowledge","year":2025,"lang":"","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Linkage (software); Situated; Scope (computer science); Curriculum; Expansive; Design knowledge; Design elements and principles; Body of knowledge; Focus (optics)","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":[0.008827236,0.001122905,0.0006304078,0.005823973,0.004217236,0.01239238,0.002738423,0.004488327,0.01135037],"category_scores_gemma":[0.01807298,0.0009352913,0.001209626,0.004744464,0.02486581,0.03565006,0.01330072,0.004375936,0.001782643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008066889,"about_ca_system_score_gemma":0.005871072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003791663,"about_ca_topic_score_gemma":0.002375088,"domain_scores_codex":[0.9904496,0.00560119,0.0005263112,0.001767605,0.001228942,0.0004262952],"domain_scores_gemma":[0.9896806,0.006517281,0.0007548277,0.001702692,0.0009648603,0.0003797519],"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":[0.000006779969,0.00001335606,0.0002910012,0.0001380896,0.000009173937,0.0001034262,0.01251975,0.0007995194,0.0002102158,0.9663841,0.0006622502,0.01886233],"study_design_scores_gemma":[0.00000931545,0.00001401806,0.0001899695,0.0003166528,0.00001276242,0.0001536218,0.008292507,0.002661897,0.0003136993,0.9130681,0.07494945,0.0000179934],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01694569,0.003102903,0.7438821,0.01541364,0.0003057036,0.0004777438,0.0002059308,0.0003161406,0.2193502],"genre_scores_gemma":[0.535302,0.00452914,0.4345735,0.001737599,0.00017877,0.001468283,0.000495467,0.0002854539,0.02142981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01239238,"threshold_uncertainty_score":0.05852968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09684472346577569,"score_gpt":0.3560768960660626,"score_spread":0.259232172600287,"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."}}