{"id":"W2106891916","doi":"10.24908/pceea.v0i0.3925","title":"AN INTEGRATED DESIGN METHODOLOGY","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":"University of Calgary","funders":"University of Calgary","keywords":"Axiomatic design; Product design; Computer science; Design review (U.S. government); Probabilistic design; Systems engineering; Design methods; Product lifecycle; Design technology; Process (computing); Product design specification; Stakeholder; Product (mathematics); New product development; Manufacturing engineering; Engineering design process; Risk analysis (engineering); Engineering; Business; Operations management","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":[0.001016464,0.0001511578,0.0001521874,0.0003166171,0.00009384366,0.00006307068,0.000366266,0.0001828472,0.0002068521],"category_scores_gemma":[0.001229528,0.0001508288,0.00005176812,0.0005863523,0.00001352409,0.0004338194,0.000006442097,0.000276635,0.00002920469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247998,"about_ca_system_score_gemma":0.0005738698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005490693,"about_ca_topic_score_gemma":0.001745121,"domain_scores_codex":[0.999114,0.0000327001,0.0002601007,0.0001447437,0.0001665845,0.0002818505],"domain_scores_gemma":[0.9988617,0.0001090542,0.0001653426,0.000128434,0.0004927551,0.0002426857],"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":[0.0000565692,0.0008344324,0.08130718,0.001020998,0.001303414,7.776554e-7,0.0593448,0.02976491,0.1008866,0.1282474,0.5372816,0.05995136],"study_design_scores_gemma":[0.0006997728,0.0001726203,0.2969187,0.0002646428,0.0004336744,0.00004743302,0.005865527,0.05016838,0.1233581,0.003547512,0.5166358,0.001887958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5216774,0.001541314,0.1261907,0.01051137,0.05575771,0.006060022,0.0001788834,0.004930933,0.2731516],"genre_scores_gemma":[0.9348296,0.00001528129,0.06344866,0.0002563524,0.0001379183,0.00007167993,0.000007458092,0.00005459198,0.00117847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4131521,"threshold_uncertainty_score":0.8300322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05369882094451973,"score_gpt":0.2523723328921993,"score_spread":0.1986735119476796,"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."}}