{"id":"W3174733844","doi":"10.24908/pceea.vi0.14971","title":"AN ADAPTED ENGINEERING DESIGN PROCESS: GUIDING TOUCHSTONES","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Memphis","keywords":"Indigenous; Engineering design process; General partnership; Engineering education; Process (computing); Engineering ethics; Space (punctuation); Engineering; Sociology; Engineering management; Architectural engineering; Political science; Computer science; Ecology; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005733209,0.0002331626,0.0002142439,0.0003199347,0.0001606286,0.000226069,0.0003651173,0.0002005329,0.0001054188],"category_scores_gemma":[0.001869526,0.0002635063,0.00007894613,0.001051091,0.00000818454,0.0007391709,0.00001166885,0.000263863,0.00001837193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00165144,"about_ca_system_score_gemma":0.001112604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005382351,"about_ca_topic_score_gemma":0.0005556278,"domain_scores_codex":[0.9985784,0.00001444057,0.000376829,0.0002400465,0.0003725292,0.0004177601],"domain_scores_gemma":[0.9981778,0.0001162041,0.0001868532,0.000183807,0.001000935,0.0003344231],"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":[0.0000118871,0.0003883536,0.01691473,0.001836762,0.0007054814,0.000002000648,0.01102378,0.5910155,0.2411513,0.02358278,0.1077959,0.005571519],"study_design_scores_gemma":[0.000788192,0.00006703628,0.0687355,0.0009034889,0.0004100735,0.0001053507,0.004702364,0.390794,0.2949534,0.0006230747,0.2356475,0.002269974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8903108,0.003348457,0.01200368,0.0167051,0.02662653,0.003037836,0.0001229303,0.003680537,0.04416411],"genre_scores_gemma":[0.9916366,0.00003199873,0.006657028,0.0002060669,0.0003169433,0.00009064621,0.00001627926,0.0000855973,0.0009588811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2002215,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526384531953431,"score_gpt":0.2266243699326185,"score_spread":0.2113605246130842,"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."}}