{"id":"W2480460194","doi":"10.1115/1.4034269","title":"Special Issue: Design Theory and Methodology","year":2016,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Designtheory; Design methods; Management science; Engineering; Engineering drawing; Mechanical engineering; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01064391,0.002110722,0.002957615,0.005549917,0.002450525,0.01238985,0.002922483,0.00663671,0.1461238],"category_scores_gemma":[0.03190065,0.001039772,0.002394555,0.004010485,0.004151973,0.006644712,0.003356108,0.008183799,0.04451183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004184779,"about_ca_system_score_gemma":0.004966841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052987,"about_ca_topic_score_gemma":0.0008233375,"domain_scores_codex":[0.988331,0.00415305,0.00148721,0.001576863,0.004023908,0.0004278955],"domain_scores_gemma":[0.9719121,0.01706788,0.001100343,0.003198732,0.005325557,0.001395507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003968781,0.00008109141,0.0001902852,0.001090242,0.00005561193,0.00009969905,0.0002301617,0.0005216897,0.00021397,0.0734525,0.8206013,0.1034236],"study_design_scores_gemma":[0.00001974045,0.00004712974,0.0001970121,0.0005917649,0.00001748,0.0002212987,0.00009822054,0.0005650089,0.0001011749,0.03710211,0.9610243,0.00001477378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008837798,0.1055629,0.07666817,0.06067215,0.5298247,0.0007194644,0.001624821,0.001503184,0.2225408],"genre_scores_gemma":[0.01878524,0.1186563,0.04587963,0.02454103,0.4423082,0.001735485,0.00414934,0.002398441,0.3415464],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1461238,"threshold_uncertainty_score":0.488833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342748359853865,"score_gpt":0.3450372522151369,"score_spread":0.2107624162297504,"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."}}