{"id":"W1949567388","doi":"10.1007/s10113-015-0849-3","title":"Environmental change and food security: the special case of small island developing states","year":2015,"lang":"en","type":"article","venue":"Regional Environmental Change","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Eye Institute","keywords":"Small Island Developing States; Vulnerability (computing); Food security; Resilience (materials science); Psychological resilience; Environmental change; Food systems; Sustainable development; Environmental planning; Climate change; Development economics; Natural disaster; Environmental governance; Corporate governance; Environmental resource management; Natural resource economics; Geography; Business; Political science; Economics; Ecology; Agriculture","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003246263,0.0001498096,0.000170923,0.00003140884,0.0004492565,0.00002006501,0.0001126873,0.00007696256,0.00009237954],"category_scores_gemma":[0.000005878442,0.000114021,0.00005343407,0.00005326257,0.0007163613,0.0001250426,0.0001472397,0.00009759891,0.00001596598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514916,"about_ca_system_score_gemma":0.00001611882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009445102,"about_ca_topic_score_gemma":0.005256995,"domain_scores_codex":[0.9989087,0.0001121188,0.000153342,0.0002173037,0.0003151831,0.000293345],"domain_scores_gemma":[0.9995967,0.00007855469,0.00009447825,0.0001055646,0.00000343981,0.0001213114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000158965,0.0002803745,0.04767158,0.0000491631,0.000204894,0.0003263599,0.905489,0.000001374317,0.00001243474,0.01398011,0.006307149,0.02551862],"study_design_scores_gemma":[0.001140711,0.0004762408,0.007829022,0.00003860602,0.00005713632,0.0003105589,0.4070178,0.0001161044,0.00002007496,0.00465852,0.5778595,0.0004757088],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868517,0.003615569,0.00001411625,0.003620771,0.0003015212,0.000609753,0.0002878356,0.00001370944,0.004685009],"genre_scores_gemma":[0.9934634,0.003943553,0.00004865091,0.0003107617,0.001953464,0.00005470977,0.00003404701,0.00001247227,0.0001789312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5715523,"threshold_uncertainty_score":0.464964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032504091951864,"score_gpt":0.2556218470770799,"score_spread":0.1523714378818936,"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."}}