{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007010034,0.000617158,0.0001420316,0.001430362,0.00232506,0.002019042,0.0008016019,0.001648579,0.03393374],"category_scores_gemma":[0.001693142,0.0001234155,0.0002081634,0.002761943,0.001244864,0.001843286,0.003088012,0.001047749,0.009277577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490266,"about_ca_system_score_gemma":0.002038493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004529621,"about_ca_topic_score_gemma":0.01681765,"domain_scores_codex":[0.9991077,0.0002880171,0.00002881381,0.00004246324,0.0003581243,0.0001748959],"domain_scores_gemma":[0.9991238,0.0002867251,0.00003899541,0.00005391327,0.0002756007,0.0002210834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007613957,0.0006416051,0.002265914,0.00146036,0.000007569484,0.001565294,0.005750938,0.002179672,0.0007315769,0.1920523,0.3393799,0.4538886],"study_design_scores_gemma":[0.000009346905,0.00002371833,0.00104624,0.0002783537,0.00000135036,0.000469896,0.001853299,0.0003560183,0.0002366908,0.0111994,0.9845181,0.000007548428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01194232,0.01366941,0.01524764,0.007714628,0.001094001,0.0001925422,0.0002289233,0.0002888355,0.9496217],"genre_scores_gemma":[0.2401524,0.0520082,0.04146361,0.004373021,0.0007671243,0.0004031408,0.0008868729,0.0002710157,0.6596746],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03393374,"threshold_uncertainty_score":0.1135196,"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."}}