{"id":"W2130161061","doi":"10.24908/pceea.v0i0.3857","title":"A NEW APPROACH FOR PROTOCOL ANALYSIS ON DESIGN ACTIVITIES USING AXIOMATIC THEORY OF DESIGN MODELING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Axiomatic design; Consistency (knowledge bases); Computer science; Protocol (science); Protocol analysis; Process (computing); Management science; Design process; Axiom; Engineering design process; Design methods; Protocol design; Designtheory; Probabilistic design; Software engineering; Systems engineering; Human–computer interaction; Engineering; Work in process; Artificial intelligence; Mathematics; Programming language; Manufacturing engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2075091,0.003286603,0.002289367,0.01055424,0.006219818,0.01459242,0.006163839,0.004524255,0.007511579],"category_scores_gemma":[0.2480471,0.003025457,0.005111694,0.007455482,0.01671232,0.02119963,0.008392901,0.01354699,0.002459291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01280938,"about_ca_system_score_gemma":0.02456461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604259,"about_ca_topic_score_gemma":0.003128209,"domain_scores_codex":[0.6854736,0.2351317,0.02132956,0.0168217,0.03939791,0.001845641],"domain_scores_gemma":[0.5901804,0.279404,0.01377173,0.068558,0.04624498,0.001840971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001336164,0.0002169044,0.0006350165,0.001286517,0.000184045,0.0001697267,0.01580056,0.003734499,0.00261185,0.8587294,0.003634624,0.1128632],"study_design_scores_gemma":[0.0004855531,0.0005733864,0.0006760784,0.002084692,0.000301142,0.0006033961,0.004862851,0.05896968,0.009326568,0.7968177,0.1249599,0.0003392087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004400083,0.00003233879,0.9952734,0.0004638067,0.00005498266,0.001861697,0.0000635129,0.0001758779,0.001634481],"genre_scores_gemma":[0.007995439,0.00005327538,0.984875,0.0001764872,0.00002966822,0.006212073,0.00007870294,0.00005913491,0.0005201384],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2075091,"threshold_uncertainty_score":0.9772824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06608874403333538,"score_gpt":0.2597026682600811,"score_spread":0.1936139242267458,"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."}}