{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001121919,0.00008409699,0.0001416732,0.0001100332,0.0006058625,0.00004481985,0.0001420059,0.00008395965,0.0003275802],"category_scores_gemma":[0.0001243697,0.00008550917,0.0000451388,0.0004099148,0.000258967,0.0003402262,0.00005586712,0.0000948062,0.0000271186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004443921,"about_ca_system_score_gemma":0.0000606208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07472166,"about_ca_topic_score_gemma":0.5227683,"domain_scores_codex":[0.998869,0.0002025707,0.000257978,0.0001071527,0.0003033844,0.0002599094],"domain_scores_gemma":[0.9993451,0.0001736503,0.0001007982,0.0001688516,0.0001259432,0.00008572065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002997504,0.0001042101,0.02526743,0.00002569821,0.00001193741,6.88014e-7,0.459466,0.0003249371,0.0002657036,0.5138147,0.00006144727,0.0006271619],"study_design_scores_gemma":[0.0007947423,0.0001813677,0.04267597,0.0001389366,0.00002689023,7.913658e-7,0.9120384,0.0002078026,0.0005876125,0.04254408,0.0005004105,0.0003029252],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507918,0.00001816337,0.002617689,0.003444574,0.00020144,0.0005157546,0.00005312885,0.0001492423,0.0422082],"genre_scores_gemma":[0.9989611,0.0001810701,0.0005239832,0.0001488425,0.00004596492,0.00002252581,0.00003333629,0.000009272014,0.00007388508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4712707,"threshold_uncertainty_score":0.9314398,"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."}}