{"id":"W3214423931","doi":"10.24043/isj.204","title":"Economic Vulnerability and Resilience of Small Island States","year":2007,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Small Island Developing States; Vulnerability (computing); Mainstream; Resilience (materials science); Small island; Psychological resilience; Development economics; Political science; Regional science; Geography; Economic geography; Economic growth; Economics; Climate change; Psychology; Law; Computer science; Ecology; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00162882,0.0001159384,0.0003820145,0.0001472224,0.0001871044,0.00003639119,0.0001296035,0.00004056358,0.00005442556],"category_scores_gemma":[0.0001618809,0.00009861085,0.00006126469,0.00006707167,0.0002066311,0.000128737,0.00006544618,0.0001419461,0.00002666194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009647206,"about_ca_system_score_gemma":0.00003214462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004667895,"about_ca_topic_score_gemma":0.0007944157,"domain_scores_codex":[0.998749,0.00001170158,0.0007091855,0.0002224683,0.00004333987,0.0002643495],"domain_scores_gemma":[0.9991762,0.0002238304,0.0003399685,0.0001165405,0.00005768114,0.0000857835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001172011,0.00004774537,0.9765032,0.0000493237,0.0001672495,0.00002283645,0.003692704,0.0003948965,0.00001295453,0.01037189,0.003833764,0.004786211],"study_design_scores_gemma":[0.00127075,0.0003031633,0.7891002,0.00007181572,0.00001047337,0.0001687152,0.003263426,0.0003149652,0.0002674134,0.1774747,0.02737721,0.0003771094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786481,0.0113874,0.003337718,0.0004025756,0.000321179,0.00006774179,0.00002437003,0.000004252766,0.005806659],"genre_scores_gemma":[0.9885904,0.009910328,0.0007655532,0.00008568551,0.0001024073,0.000001721783,8.291886e-7,0.000005987678,0.0005371161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.187403,"threshold_uncertainty_score":0.4021234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04281642123618574,"score_gpt":0.2826578344696301,"score_spread":0.2398414132334443,"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."}}