{"id":"W2018714615","doi":"10.1002/wcc.48","title":"Case study and analogue methodologies in climate change vulnerability research","year":2010,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Climate Change","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":332,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Toronto Metropolitan University; McGill University","funders":"","keywords":"Vulnerability (computing); Adaptive capacity; Climate change; Adaptation (eye); Vulnerability assessment; Environmental resource management; Mainstream; Environmental planning; Geography; Political science; Computer science; Environmental science; Psychological resilience; Psychology; Ecology; Social psychology; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03663138,0.0009841607,0.000921499,0.008019873,0.001667285,0.005785214,0.002622129,0.002318981,0.00977946],"category_scores_gemma":[0.07019787,0.0006456268,0.0008854918,0.008916409,0.01214758,0.007791459,0.006379776,0.0024488,0.0005556706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005477488,"about_ca_system_score_gemma":0.002628232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002645344,"about_ca_topic_score_gemma":0.003038081,"domain_scores_codex":[0.9366413,0.05668547,0.001686109,0.001366641,0.003224587,0.0003958129],"domain_scores_gemma":[0.8295147,0.1539659,0.005049556,0.007259311,0.003283514,0.000927062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000798026,0.0002041484,0.003769058,0.001824749,0.00009796427,0.0008884799,0.01155029,0.008914204,0.0003228423,0.8530894,0.004514529,0.1147445],"study_design_scores_gemma":[0.00007857798,0.0001946264,0.002473469,0.002588666,0.00004936276,0.0009686309,0.01430643,0.01456045,0.0004769458,0.8828276,0.08140731,0.00006796668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06986045,0.03186577,0.6893529,0.01407854,0.0009897456,0.003219453,0.0006372556,0.000181827,0.1898141],"genre_scores_gemma":[0.5071864,0.01612878,0.4629845,0.001122506,0.0003765034,0.005479171,0.0003118267,0.00006669839,0.006343521],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03663138,"threshold_uncertainty_score":0.1937276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6526386494272615,"score_gpt":0.541490362463911,"score_spread":0.1111482869633504,"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."}}