{"id":"W6930626005","doi":"10.5281/zenodo.14654169","title":"Learning Resources for Sustainable Design in Engineering Education","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"","keywords":"Internship; Design education; Engineering design process; Process (computing); Engineering education; Sustainable design; Circular economy; Sustainable development; Alliance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001651913,0.00008438467,0.00009549916,0.0001908482,0.001860059,0.0006777673,0.0005509062,0.00006358478,0.001233086],"category_scores_gemma":[0.009688893,0.0001071146,0.00003007931,0.0009059375,0.00008903724,0.0003964888,0.000199094,0.0002044945,0.0002697682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005649072,"about_ca_system_score_gemma":0.0000457331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847921,"about_ca_topic_score_gemma":6.375508e-7,"domain_scores_codex":[0.998317,0.0005453907,0.0001838426,0.0002946355,0.0002442345,0.0004148882],"domain_scores_gemma":[0.9987147,0.0001337991,0.00006712943,0.0001347087,0.000778039,0.0001715665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003692457,0.0005917772,0.0003553808,0.001355495,0.00004515886,0.00001102917,0.5139662,0.02607077,0.00170653,0.1355588,0.1929092,0.1270605],"study_design_scores_gemma":[0.0001737725,0.0001390277,0.0004797546,0.00001512427,0.000004736402,0.000001086336,0.05432636,0.000991649,0.00005630208,0.0005169784,0.943181,0.0001142354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6405005,0.0006910928,0.09402931,0.05731996,0.0006109655,0.00985894,0.00002322184,0.005150642,0.1918154],"genre_scores_gemma":[0.9960076,0.00002267283,0.001043895,0.0001488674,0.0003729545,6.655512e-7,0.0001017664,0.0004562185,0.00184536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7502718,"threshold_uncertainty_score":0.9996799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03295971683127381,"score_gpt":0.2838017166296018,"score_spread":0.250841999798328,"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."}}