{"id":"W4225373069","doi":"10.1111/disa.12539","title":"The role of Nature‐based Solutions in disaster resilience in coastal Jamaica: current and potential applications for ‘building back better’","year":2022,"lang":"en","type":"review","venue":"Disasters","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Global Affairs Canada","keywords":"Vulnerability (computing); Resilience (materials science); Coral reef; Environmental planning; Environmental resource management; Small Island Developing States; Mangrove; Geography; Climate change; Environmental science; Fishery; Oceanography; Computer science; Computer security; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002475292,0.0001897834,0.0004210573,0.00006069495,0.000208428,0.00002369344,0.0003009086,0.00005897788,0.00003280484],"category_scores_gemma":[0.0000218362,0.0001374577,0.0001401983,0.0002905636,0.0001975706,0.0000657534,0.0007108264,0.0002962195,0.000004991663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001296243,"about_ca_system_score_gemma":0.00002118123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009574357,"about_ca_topic_score_gemma":0.001395116,"domain_scores_codex":[0.9986634,0.00009090459,0.0004194436,0.0003622409,0.0001740757,0.0002899024],"domain_scores_gemma":[0.9992952,0.0002597391,0.0001809141,0.0002229715,0.000003486742,0.00003763111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009029091,0.00006777079,0.00115311,0.0008507418,0.000008856311,3.576073e-7,0.00009103111,0.00003424319,0.000004213593,0.0001377652,0.0001713201,0.9974716],"study_design_scores_gemma":[0.0001672772,0.0000231142,0.0005177479,0.0004578757,0.00004753485,0.000001943695,0.0004580289,0.0003179211,5.503124e-7,0.0002050231,0.9976438,0.0001591371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001959158,0.9935662,0.0005308252,0.0001512461,0.0002719928,0.002612763,0.0003573238,0.000009071594,0.0005414197],"genre_scores_gemma":[0.02958355,0.9662217,0.0002102631,0.00002868273,0.00007331239,0.003595453,0.0001359586,0.00003668089,0.0001143485],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9974725,"threshold_uncertainty_score":0.5605361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888196017432858,"score_gpt":0.2845314600503864,"score_spread":0.2656494998760578,"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."}}