{"id":"W4396956017","doi":"10.1017/pds.2024.293","title":"The sustainability and social entrepreneurship fellowship: transdisciplinary and multicultural problem-based engineering education","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Design Society","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Multiculturalism; Sustainability; Sociology; Social entrepreneurship; Engineering ethics; Entrepreneurship; Pedagogy; Environmental ethics; Political science; Engineering; Ecology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003215158,0.0001196475,0.00008528262,0.00001462139,0.0001517229,0.0001030944,0.0001110277,0.0000841366,8.021163e-7],"category_scores_gemma":[0.00003040328,0.00007250907,0.00007582139,0.0001875331,0.0001356288,0.0001140556,0.00002410905,0.0001965062,1.783344e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008943964,"about_ca_system_score_gemma":0.00004602682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003110476,"about_ca_topic_score_gemma":1.386337e-7,"domain_scores_codex":[0.9994302,0.00000424565,0.0001383637,0.0001411356,0.0001174364,0.0001685632],"domain_scores_gemma":[0.9997219,0.00011094,0.00001577503,0.0000392734,0.00007258349,0.00003952395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009688749,0.0003935839,0.002991918,0.08469166,0.0007810961,5.254862e-7,0.3475282,0.01218359,0.3851066,0.01416086,0.05629816,0.09576686],"study_design_scores_gemma":[0.000444133,0.00007605494,0.02229372,0.0006898122,0.0002435675,0.0000192782,0.01772446,0.9151039,0.03037292,0.006837829,0.005543657,0.0006507417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879122,0.002535393,0.001669898,0.006555041,0.0004455915,0.0005240904,0.000003312849,0.0003117142,0.00004272631],"genre_scores_gemma":[0.9977331,0.00006232973,0.001914697,0.00001327063,0.0001105434,0.00007202351,0.00000126664,0.0000175827,0.00007525942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9029202,"threshold_uncertainty_score":0.2956834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006925053155844149,"score_gpt":0.2087684674877347,"score_spread":0.2018434143318906,"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."}}