{"id":"W4313520586","doi":"10.1680/jensu.22.00076","title":"Sustainability in geotechnical engineering: what does it mean and why does that matter?","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Engineering Sustainability","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sustainability; Multidisciplinary approach; Engineering; Civil engineering; Resource (disambiguation); Geotechnical engineering; Political science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0009525429,0.0003104112,0.000394563,0.0001696833,0.00008207272,0.00005652365,0.0004429677,0.0001824918,0.00006015405],"category_scores_gemma":[0.0006891277,0.000217187,0.0001430144,0.0008476159,0.0004649271,0.001237418,0.0005964734,0.0003487192,0.000001658867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332278,"about_ca_system_score_gemma":0.00003619753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002822249,"about_ca_topic_score_gemma":0.00007035729,"domain_scores_codex":[0.9980086,0.00001281464,0.0004919581,0.0004256174,0.0005271197,0.0005338804],"domain_scores_gemma":[0.9993121,0.00009956519,0.0001413295,0.0002530605,0.00005963752,0.000134306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00007266543,0.0003777911,0.368613,0.003596673,0.00007000137,0.00000600187,0.007257059,0.604155,0.01139713,0.003156145,0.0005550929,0.0007434716],"study_design_scores_gemma":[0.0008614468,0.0001017325,0.9215803,0.0003691958,0.00006140957,0.000007505817,0.01586709,0.03802861,0.01359642,0.005389502,0.003389209,0.0007476219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953806,0.00003304767,0.0003169978,0.002997335,0.0002679648,0.0007464549,0.000007457741,0.0001256497,0.0001244433],"genre_scores_gemma":[0.9995394,0.00008139756,0.000129596,0.00003835783,0.00002057016,0.00006703272,0.000001977042,0.0000252502,0.00009639186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5661264,"threshold_uncertainty_score":0.885663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005224999916759688,"score_gpt":0.221776623503749,"score_spread":0.2165516235869893,"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."}}