{"id":"W7095002513","doi":"10.1007/978-3-031-97689-6_20","title":"Trade-Offs Between Reliability and Environmental Sustainability of Drilled Shafts","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Windsor","funders":"","keywords":"Global warming; Reliability (semiconductor); Sustainability; Environmental impact assessment; Greenhouse gas; Engineering design process","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002765442,0.0004267018,0.0003686107,0.00126508,0.0004146771,0.001879432,0.0009662206,0.001068914,0.007309031],"category_scores_gemma":[0.01050978,0.000577229,0.0005267822,0.0007244812,0.0009992764,0.002478567,0.001046695,0.0008793322,0.0009507512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009207425,"about_ca_system_score_gemma":0.000423243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006951441,"about_ca_topic_score_gemma":0.001983959,"domain_scores_codex":[0.9984502,0.0004577179,0.00006126519,0.0001705584,0.0007013737,0.0001588319],"domain_scores_gemma":[0.9908382,0.006800079,0.0007870123,0.0006055211,0.0007930992,0.0001759443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001129834,0.0001685849,0.02339816,0.0007291004,0.0001305532,0.0006480799,0.0007941489,0.3876176,0.07940635,0.09716745,0.002924919,0.4058851],"study_design_scores_gemma":[0.0001266133,0.005235448,0.1336971,0.00120633,0.000468402,0.004499345,0.0038916,0.3680223,0.08875134,0.3488265,0.04494858,0.0003265847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6604437,0.01253579,0.1802718,0.003222066,0.0003421089,0.00008411381,0.0004172878,0.0004961366,0.142187],"genre_scores_gemma":[0.9827695,0.0009885846,0.008504312,0.00002890458,0.00005431515,0.00001553547,0.00003747733,0.00006997248,0.007531303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007309031,"threshold_uncertainty_score":0.02445108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008955667051229901,"score_gpt":0.2564927163251516,"score_spread":0.2475370492739217,"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."}}