{"id":"W2089039415","doi":"10.1111/j.1467-7717.2010.01221.x","title":"Tsunami survivors' perspectives on vulnerability and vulnerability reduction: evidence from Koh Phi Phi Don and Khao Lak, Thailand","year":2010,"lang":"en","type":"article","venue":"Disasters","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Vulnerability (computing); Geography; Environmental health; Disaster risk reduction; Socioeconomics; Environmental protection; Medicine; Environmental planning; Sociology; Computer security","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":[0.001288517,0.0002204353,0.0002414335,0.00006867006,0.0007299237,0.0003465795,0.0003039714,0.000123566,0.0002140285],"category_scores_gemma":[0.0005937584,0.0001862835,0.00006169549,0.0002345225,0.001866875,0.0008030515,0.0001351929,0.000356678,0.00001569345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005267775,"about_ca_system_score_gemma":0.00004040017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008212256,"about_ca_topic_score_gemma":0.01998781,"domain_scores_codex":[0.9976652,0.0004402141,0.0002243926,0.0008292599,0.0004746585,0.0003663072],"domain_scores_gemma":[0.9986779,0.0004689538,0.00009904025,0.0004541004,0.00007397798,0.0002260014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000430774,0.0005120696,0.5432824,0.000109773,0.00008703826,0.000008563993,0.4039844,0.00002514618,0.005675508,0.01232542,0.001139226,0.03241961],"study_design_scores_gemma":[0.0008450517,0.0002496231,0.555938,0.0001901574,0.00008904641,0.000002800037,0.4262801,0.0001815944,0.0003417156,0.006892357,0.008166331,0.0008232275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980988,0.0002910594,0.00003409246,0.003218566,0.0009249284,0.0004146099,0.00001277149,0.0001091283,0.01400687],"genre_scores_gemma":[0.9979891,0.000270733,0.0001102078,0.00005960033,0.0003904011,0.0000229942,0.000003803942,0.00001129211,0.001141888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03159638,"threshold_uncertainty_score":0.9983922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225893762637125,"score_gpt":0.3085461089686227,"score_spread":0.2859567327049102,"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."}}