{"id":"W1946318162","doi":"10.24908/pceea.v0i0.5937","title":"HUMANITARIAN ENGINEERING EDUCATION: EXAMPLES","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Sanitation; Natural disaster; Injustice; Productivity; Developing country; Political science; Economic growth; Engineering; Geography; Environmental engineering; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004891944,0.0001270449,0.0001173117,0.0003385699,0.0001632419,0.0003209191,0.0009271301,0.00008930187,0.00001138198],"category_scores_gemma":[0.001119672,0.0001306853,0.00006258674,0.000834882,0.00001199925,0.0005704344,0.00008506652,0.0001923471,0.00004118634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059604,"about_ca_system_score_gemma":0.002982219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007426593,"about_ca_topic_score_gemma":0.001757854,"domain_scores_codex":[0.9987774,0.000005314792,0.0002126738,0.0002211316,0.0004483866,0.000335111],"domain_scores_gemma":[0.9981167,0.00003902929,0.0001801198,0.0002072018,0.0009950093,0.0004618982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.928274e-7,0.0001378829,0.01331783,0.0001258684,0.00006282792,8.005311e-8,0.001940755,0.0007193205,0.001114526,0.812708,0.1657294,0.004142833],"study_design_scores_gemma":[0.0003531739,0.00004135438,0.1093223,0.0002234833,0.00003961988,0.00001335891,0.0009973136,0.01594626,0.003230484,0.004710508,0.8644438,0.0006783283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5352893,0.002357535,0.01241735,0.1433106,0.02356292,0.005946114,0.0001637073,0.002340403,0.274612],"genre_scores_gemma":[0.9816791,0.000007644303,0.01358556,0.0002759567,0.0003415821,0.0001430421,0.000009298329,0.00002241821,0.003935406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8079974,"threshold_uncertainty_score":0.9991831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836105577423864,"score_gpt":0.2254013934733421,"score_spread":0.2070403376991035,"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."}}