{"id":"W3013092031","doi":"10.1002/9781119434016.ch7","title":"Resilience Engineering and Quantification for Sustainable Systems","year":2020,"lang":"en","type":"other","venue":"Sustainability","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Sustainability; Resilience (materials science); Risk analysis (engineering); Socio-ecological system; Environmental resource management; Engineering; Computer science; Process management; Business; Environmental science; Reliability engineering; Ecology","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":[0.002944172,0.001762671,0.0008227618,0.003088454,0.001267837,0.003551633,0.001101676,0.001798682,0.009941172],"category_scores_gemma":[0.005941574,0.0005315568,0.0009923886,0.002355052,0.005182927,0.006017789,0.003177044,0.003726807,0.002186031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003515068,"about_ca_system_score_gemma":0.00201383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002632383,"about_ca_topic_score_gemma":0.001828245,"domain_scores_codex":[0.9978668,0.0007419785,0.0001061266,0.0002768439,0.0008949887,0.0001132313],"domain_scores_gemma":[0.9979679,0.001048269,0.0002291069,0.0002738951,0.0004109037,0.00006985952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002334476,0.000007843599,0.00008403826,0.0001134658,0.000007646982,0.00002624,0.00006685568,0.009714604,0.0003194721,0.9650523,0.005212275,0.01939306],"study_design_scores_gemma":[0.000001013349,0.000009648886,0.000144275,0.000273648,0.000006391919,0.00005982739,0.0001108431,0.01781541,0.0005456037,0.8953945,0.08561801,0.00002098445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002890188,0.02646514,0.7345521,0.01180466,0.00191975,0.00014852,0.0003803647,0.0005111689,0.2213282],"genre_scores_gemma":[0.2935464,0.0776235,0.4903619,0.003248727,0.003415948,0.00106572,0.0007951517,0.0008826942,0.1290598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009941172,"threshold_uncertainty_score":0.03325647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004561527550499201,"score_gpt":0.2212423368787356,"score_spread":0.2166808093282364,"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."}}