{"id":"W1997346868","doi":"10.1068/a42503","title":"Heat Waves and Cold Spells: An Analysis of Policy Response and Perceptions of Vulnerable Populations in the UK","year":2010,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Department for Environment, Food and Rural Affairs, UK Government","keywords":"Vulnerability (computing); Fuel poverty; Perception; Poverty; Warning system; Risk perception; Heat wave; Public policy; Cold wave; Business; Political science; Geography; Psychology; Economic growth; Climate change; Medicine; Economics; Engineering","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":[0.0005171635,0.00007302247,0.0001511735,0.0001048203,0.0001186362,0.00001996968,0.00003330408,0.00004594891,0.0003120842],"category_scores_gemma":[0.00002008368,0.0000588167,0.0000125625,0.00008296898,0.0001900258,0.0001107851,0.00003961535,0.0001020607,0.000001689881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000125998,"about_ca_system_score_gemma":0.000003175225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066852,"about_ca_topic_score_gemma":0.0007549698,"domain_scores_codex":[0.9994832,0.00007232764,0.0001314661,0.0001496378,0.00004196922,0.0001213969],"domain_scores_gemma":[0.9995888,0.0001722388,0.00003545774,0.0001163037,6.932881e-7,0.00008646612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003876067,0.00002679558,0.9830346,0.00000747852,0.000007536974,8.443828e-7,0.01103662,0.0004912472,0.004889005,0.0001843571,0.00005532016,0.0002274336],"study_design_scores_gemma":[0.0001747566,0.0000911617,0.9909278,0.000008179847,0.00004673888,0.000003889094,0.004382863,0.003004667,0.00006333174,0.0001546212,0.001076972,0.0000650178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977659,0.0001557312,0.0000106149,0.001226658,0.000006706342,0.0001099715,0.00002572868,0.000001418227,0.0006972934],"genre_scores_gemma":[0.999067,0.0003558705,0.0002746344,0.0001353372,0.00001466775,0.00000251044,0.000008382024,0.000002748732,0.0001388182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007893202,"threshold_uncertainty_score":0.3417103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153374098724521,"score_gpt":0.3107420949769659,"score_spread":0.2692083539897207,"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."}}