{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001247151,0.0001830809,0.0002590142,0.0007014949,0.0001041124,0.00005914299,0.0002847492,0.000142704,0.00005208327],"category_scores_gemma":[0.0008751471,0.0001834487,0.000144095,0.0009390619,0.000009082022,0.0003269448,0.000007496225,0.0001511333,0.000001481317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144486,"about_ca_system_score_gemma":0.0008082763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256273,"about_ca_topic_score_gemma":0.00007181695,"domain_scores_codex":[0.9989249,0.00002888518,0.0003696731,0.0001696325,0.00024153,0.0002653691],"domain_scores_gemma":[0.9988271,0.0002171197,0.0003293025,0.0001407845,0.0003228774,0.0001628035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005369463,0.0001368106,0.0006866882,0.0007630003,0.001073562,1.562428e-8,0.007223361,0.9702773,0.004643248,0.008932043,0.00446783,0.001742433],"study_design_scores_gemma":[0.0002143408,0.00002726498,0.0006680056,0.00008535696,0.0004925547,0.000001107129,0.0008728048,0.982157,0.01409271,0.000879887,0.0002525624,0.0002564336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004919316,0.00001445852,0.9767128,0.00006983488,0.0004153359,0.01336894,0.00001143288,0.0001168946,0.00437102],"genre_scores_gemma":[0.7515313,0.000001285858,0.2419714,0.00004440122,0.0001000513,0.005648109,0.000003906357,0.00006422556,0.0006353099],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.746612,"threshold_uncertainty_score":0.7480821,"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."}}