{"id":"W2153533795","doi":"10.24908/pceea.v0i0.3716","title":"FOUR CASES FROM SOCIAL SCIENCES AND THEIR IMPLICATIONS TO ENGINEERING DESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Management science; Dilemma; Game theory; Representation (politics); Computer science; Social choice theory; Affect (linguistics); Operations research; Social psychology; Psychology; Epistemology; Mathematical economics; Mathematics; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004170345,0.0001666483,0.0001440546,0.000313417,0.0002460019,0.0001264432,0.0002936871,0.0001112493,0.00004220698],"category_scores_gemma":[0.0009126274,0.0001641005,0.00004576747,0.0006603153,0.00001722042,0.0003351635,0.00002014365,0.0001689783,0.00001198876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007366135,"about_ca_system_score_gemma":0.0003278297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003851799,"about_ca_topic_score_gemma":0.0009681696,"domain_scores_codex":[0.9991707,0.000007824447,0.0002260486,0.0001816459,0.0001241197,0.0002896771],"domain_scores_gemma":[0.999181,0.0001805412,0.0001151996,0.00007900538,0.0002489338,0.0001952589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003037479,0.0004233822,0.1307655,0.0009546215,0.001356582,7.651873e-7,0.09874053,0.03050437,0.146738,0.1030636,0.4525667,0.03485563],"study_design_scores_gemma":[0.0002964792,0.00006353982,0.8566466,0.0002208792,0.0001567799,0.00003788471,0.002724161,0.0172676,0.02217896,0.001688223,0.09754252,0.001176355],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577003,0.000547902,0.004900645,0.01182063,0.004423455,0.001545073,0.0001858317,0.0007393013,0.01813693],"genre_scores_gemma":[0.9918358,0.00001261897,0.00737217,0.0002750725,0.0001849998,0.00009610297,0.000002926665,0.00003570849,0.0001845472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7258812,"threshold_uncertainty_score":0.6691824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05132355953670836,"score_gpt":0.2326597449163136,"score_spread":0.1813361853796052,"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."}}