{"id":"W4403142393","doi":"10.1016/b978-0-443-36386-3.00002-5","title":"Resilience calculation and climate change effects","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Resilience (materials science); Climate change; Environmental science; Geology; Materials science; Oceanography","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":[0.001659491,0.00102474,0.0004343756,0.002004057,0.001092603,0.003013668,0.001143564,0.001260456,0.01316486],"category_scores_gemma":[0.005700148,0.0002950108,0.000665427,0.002004351,0.003520801,0.004618218,0.002788196,0.003039284,0.001726418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00238295,"about_ca_system_score_gemma":0.001803244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002469428,"about_ca_topic_score_gemma":0.002532922,"domain_scores_codex":[0.9991847,0.0003202178,0.00003565295,0.0001129498,0.0002932378,0.00005331037],"domain_scores_gemma":[0.9984587,0.001140635,0.00008629302,0.0001214728,0.0001495628,0.00004325452],"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":[0.000007776295,0.000009327158,0.0002283222,0.0002202324,0.00001560048,0.00007244901,0.00048412,0.01444817,0.0001902473,0.9012979,0.01769393,0.06533191],"study_design_scores_gemma":[0.000002352035,0.0000135093,0.0003322271,0.000458047,0.00001160221,0.0001219611,0.0003996478,0.007626008,0.0003136641,0.7910888,0.1996124,0.0000197298],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008779521,0.04892894,0.2765436,0.02536861,0.003214418,0.0001617933,0.0005164353,0.0008055454,0.6356812],"genre_scores_gemma":[0.5410916,0.1031059,0.1754446,0.004076098,0.002897345,0.0005990348,0.0009126627,0.00104719,0.1708256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01316486,"threshold_uncertainty_score":0.0440408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830019345854445,"score_gpt":0.2825328101283977,"score_spread":0.2642326166698533,"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."}}