{"id":"W4403142448","doi":"10.1016/b978-0-443-36386-3.00005-0","title":"Future prospects and challenges for climate resilience","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Resilience (materials science); Climate resilience; Climate change; Environmental science; Environmental resource management; Environmental planning; Geology; Oceanography; Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005669394,0.0005518876,0.0003572908,0.0007079337,0.0008831821,0.00347371,0.0006649313,0.001481044,0.0630518],"category_scores_gemma":[0.0006453921,0.0002062342,0.0002933877,0.001401805,0.001490253,0.004569878,0.001491832,0.001945685,0.009498391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437386,"about_ca_system_score_gemma":0.001561416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002826694,"about_ca_topic_score_gemma":0.006574192,"domain_scores_codex":[0.9998666,0.00003488847,0.000004343859,0.00001520437,0.00005117905,0.00002790318],"domain_scores_gemma":[0.9998236,0.00009204009,0.000007520519,0.00001472115,0.00003558353,0.00002650188],"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":[0.00001568116,0.00002240232,0.00008152735,0.0002406619,0.000005865179,0.00006136174,0.0002922207,0.001292971,0.0005357114,0.5826381,0.2480722,0.1667414],"study_design_scores_gemma":[0.000002138274,0.000007011096,0.0001012973,0.0002023315,0.000001923337,0.00003775192,0.0003687696,0.0002945358,0.00006229144,0.1709861,0.82793,0.000006028969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001454608,0.1312415,0.004777155,0.03818483,0.005830752,0.00002015636,0.0001603087,0.0002077507,0.818123],"genre_scores_gemma":[0.0411496,0.1753949,0.008190014,0.005921174,0.003523701,0.00008681875,0.0003225919,0.0002619707,0.7651492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0630518,"threshold_uncertainty_score":0.2109293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903614625101068,"score_gpt":0.2667725038451425,"score_spread":0.2477363575941318,"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."}}