{"id":"W4230406852","doi":"10.3402/polar.v28i1.6105","title":"Vulnerability and adaptation to climate-related fire impacts in rural and urban interior Alaska","year":2009,"lang":"en","type":"article","venue":"Polar Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Oxford; Office of Polar Programs; U.S. Fish and Wildlife Service; University of Cambridge; National Science Foundation","keywords":"Climate change; Vulnerability (computing); Geography; Fire regime; Adaptive capacity; Fire protection; Environmental resource management; Psychological resilience; Boreal; Ecology; Ecosystem; Environmental science","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":[0.0005240174,0.0001433198,0.0002000257,0.0006900211,0.0009922335,0.0007345343,0.0002055773,0.0002240512,0.001661547],"category_scores_gemma":[0.001581065,0.0001266584,0.0001519685,0.0005602398,0.0007519084,0.0005070683,0.001210206,0.0002451974,0.0000955268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005986662,"about_ca_system_score_gemma":0.0003815244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0284289,"about_ca_topic_score_gemma":0.06764606,"domain_scores_codex":[0.999734,0.00008858198,0.00002116195,0.00005673909,0.00003413518,0.00006540102],"domain_scores_gemma":[0.9993947,0.0001635479,0.0002118854,0.00004406288,0.00005578011,0.0001299682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002566629,0.0001139865,0.9607509,0.00005265674,0.00009354675,0.000509305,0.02205405,0.001650776,0.002317632,0.0007678075,0.0001298608,0.01130269],"study_design_scores_gemma":[0.000003613388,0.00006644394,0.9711005,0.00001974389,0.00001659169,0.0002052023,0.02665194,0.0004876705,0.0001517757,0.0006501228,0.0006360713,0.00001018049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991265,0.00003958476,0.00004999966,0.0000190327,0.000001032994,0.000001575229,0.00001616878,8.25717e-7,0.000745206],"genre_scores_gemma":[0.999691,0.00006624664,0.00003060441,0.000006766101,0.00000133807,0.000002389729,0.00002105666,6.08321e-7,0.0001800582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0284289,"threshold_uncertainty_score":0.0565269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178732873021458,"score_gpt":0.3151455173729021,"score_spread":0.2933581886426876,"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."}}