{"id":"W2101113299","doi":"","title":"Understanding vulnerability of coastal communities to climate change related risks","year":2004,"lang":"en","type":"article","venue":"","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":310,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Climate change; Vulnerability (computing); Adaptive capacity; Environmental resource management; Vulnerability assessment; Political economy of climate change; Geography; Social capital; Environmental planning; Political science; Environmental science; Psychological resilience; Computer science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002504689,0.0003869484,0.0003596629,0.002256178,0.002912865,0.003806289,0.0007308836,0.001394492,0.002925153],"category_scores_gemma":[0.008762899,0.0002786596,0.0005254323,0.001436747,0.002300269,0.005179971,0.005683505,0.001165301,0.0001916048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333128,"about_ca_system_score_gemma":0.001869576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594099,"about_ca_topic_score_gemma":0.01516754,"domain_scores_codex":[0.9990045,0.0005319412,0.00004244505,0.00007190578,0.0001544964,0.0001948193],"domain_scores_gemma":[0.9953547,0.00282951,0.0007310245,0.0001385916,0.0005071829,0.0004391329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001401955,0.0003366998,0.459309,0.0007620332,0.0003695266,0.001915022,0.2919748,0.02062841,0.002432925,0.08891717,0.004657089,0.1285571],"study_design_scores_gemma":[0.00001313352,0.0002254559,0.2536983,0.000853258,0.000145731,0.0008341825,0.5263962,0.02279204,0.000764004,0.1684823,0.02569161,0.0001037594],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632103,0.001195546,0.005924773,0.005767263,0.00001882502,0.00007266719,0.0001044011,0.00001186917,0.02369443],"genre_scores_gemma":[0.9976459,0.0007965422,0.0009861733,0.00009912801,0.000006375863,0.00003189044,0.00003107508,0.000001888732,0.0004009789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01594099,"threshold_uncertainty_score":0.03169644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5731042553076479,"score_gpt":0.4051510127668044,"score_spread":0.1679532425408434,"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."}}