{"id":"W3192209003","doi":"10.18260/1-2--37478","title":"Managing Polarities: Perception of Value, Designer Roles, and Organizational Conditions that Influence Design Outcomes in Mechanical Engineering","year":2024,"lang":"en","type":"article","venue":"2021 ASEE Virtual Annual Conference Content Access Proceedings","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Value engineering; Perception; Value (mathematics); Computer science; Industrial engineering; Knowledge management; Engineering; Operations management; Psychology; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02006284,0.000386736,0.0002466706,0.001931825,0.004205448,0.01031422,0.0006240865,0.001012706,0.00264903],"category_scores_gemma":[0.03629439,0.0003850139,0.0002365376,0.0007815023,0.009172608,0.003105589,0.005189617,0.001580972,0.0003160236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002784434,"about_ca_system_score_gemma":0.002152039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001215919,"about_ca_topic_score_gemma":0.001371831,"domain_scores_codex":[0.9810373,0.01486455,0.0005185545,0.0005687251,0.002210372,0.0008004972],"domain_scores_gemma":[0.9499007,0.03777517,0.005643292,0.001237469,0.002654145,0.002789272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005037579,0.000532156,0.2769952,0.0002527484,0.00004902991,0.001007579,0.6466083,0.001182897,0.005551823,0.02142869,0.0007973592,0.04509043],"study_design_scores_gemma":[0.0000485426,0.0004020819,0.1210519,0.0002596323,0.00003134176,0.0006402041,0.8445813,0.002797114,0.003040795,0.01945203,0.007615572,0.00007946221],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98805,0.00008321174,0.001881764,0.0003380708,0.00001033318,0.00002440122,0.000004884878,0.000005097604,0.009602115],"genre_scores_gemma":[0.999504,0.00002818929,0.0001905017,0.00001999244,0.000002157662,0.00001032199,0.000003456178,0.000002672891,0.0002387501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02006284,"threshold_uncertainty_score":0.1061037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03874676415665391,"score_gpt":0.2783366913592769,"score_spread":0.239589927202623,"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."}}