{"id":"W4386882990","doi":"10.1126/sciadv.adh4615","title":"Social vulnerability of the people exposed to wildfires in U.S. West Coast states","year":2023,"lang":"en","type":"article","venue":"Science Advances","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"Michigan Technological University","keywords":"Vulnerability (computing); Geography; Social vulnerability; Environmental health; Socioeconomics; Environmental protection; Medicine; 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":[0.001365278,0.00009280783,0.0001485473,0.00006588434,0.0003102853,0.00002822679,0.0007907678,0.00001903987,0.00007473885],"category_scores_gemma":[0.0003799585,0.00006415529,0.00003309049,0.003442579,0.0007916481,0.0005984891,0.0004071661,0.00007692928,0.0002020991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001549201,"about_ca_system_score_gemma":0.00003691131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001986077,"about_ca_topic_score_gemma":0.02388882,"domain_scores_codex":[0.9982681,0.00008658613,0.000213872,0.0003744569,0.000670229,0.0003868156],"domain_scores_gemma":[0.9994255,0.0001519703,0.00008182621,0.0002664801,0.00001085783,0.00006334591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008872687,0.00003866444,0.8666505,0.00001663177,4.94828e-7,7.82339e-7,0.004912302,0.005750563,0.1051385,0.00001787911,0.0002839862,0.01718084],"study_design_scores_gemma":[0.00009623155,0.00004420257,0.9629717,0.0000166736,7.796476e-7,4.818888e-7,0.0009778125,0.0009959911,0.03350547,0.0005080123,0.0007925258,0.00009014692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977943,0.00001382789,0.000006193222,0.0010432,0.0003123405,0.0003273502,0.000009350118,0.00003833538,0.0004551262],"genre_scores_gemma":[0.9997197,0.000003246804,0.00007857294,0.00007499204,0.00001669662,0.00003647338,6.295362e-7,0.00000521731,0.00006444743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09632114,"threshold_uncertainty_score":0.9939227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00954078737454664,"score_gpt":0.2700804301975273,"score_spread":0.2605396428229806,"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."}}