{"id":"W2073630787","doi":"10.3390/su5010372","title":"Engineering and Sustainability: Attitudes and Actions","year":2013,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Renewable energy; Sustainable design; Environmental economics; Renewable resource; Engineering; Natural resource; Sustainable development; Engineering economics; Business; Environmental resource management; Civil engineering; Construction engineering; Environmental science; Economics; Political science","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.001417932,0.0001850613,0.0002120717,0.0001457611,0.0007420624,0.000317077,0.0001667429,0.0001659485,0.0002527139],"category_scores_gemma":[0.01131008,0.0001981632,0.00004792618,0.0004635727,0.00100596,0.0009237708,0.0001477668,0.0002422321,0.000006321592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002881544,"about_ca_system_score_gemma":0.001380448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602947,"about_ca_topic_score_gemma":0.0004842906,"domain_scores_codex":[0.9979675,0.0003050942,0.0002717078,0.0005316928,0.0002749016,0.0006490559],"domain_scores_gemma":[0.9962119,0.0007421403,0.00005949491,0.0004566713,0.002183242,0.0003464934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009614266,0.0002033958,0.8289041,0.0008720738,0.00002146397,0.000002133799,0.02661995,0.00008245758,0.00001109845,0.1252993,0.0004436241,0.01753081],"study_design_scores_gemma":[0.0001525497,0.00003621842,0.7632384,0.000006119925,0.00001640643,0.000002143125,0.07075645,0.0001142217,0.000008549982,0.1239333,0.04148047,0.0002552004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661584,0.0002162892,0.0001722937,0.03052472,0.0001779629,0.001789467,0.000001295061,0.000237173,0.0007223749],"genre_scores_gemma":[0.9975848,0.00003632951,0.0003138947,0.00006794652,0.0001478127,0.0004057485,0.000001846572,0.00001580304,0.001425808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0656657,"threshold_uncertainty_score":0.9970181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239108430288902,"score_gpt":0.3317862601331648,"score_spread":0.3193951758302757,"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."}}