{"id":"W4408061198","doi":"10.1007/978-3-031-77046-3_2","title":"Community Impacts of Wildfire","year":2025,"lang":"en","type":"book-chapter","venue":"Extreme weather and society","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00163891,0.0006481159,0.0006203013,0.001933719,0.004377462,0.003259967,0.001270316,0.00105265,0.03721131],"category_scores_gemma":[0.004759347,0.0002022584,0.0006735291,0.002158159,0.001185112,0.002549868,0.007683142,0.001878863,0.001633857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003737609,"about_ca_system_score_gemma":0.004512467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09649434,"about_ca_topic_score_gemma":0.2170396,"domain_scores_codex":[0.9975338,0.0006510244,0.00005637651,0.0002733131,0.0004861795,0.0009993423],"domain_scores_gemma":[0.9971656,0.0002318735,0.0002949459,0.0001222125,0.0008550803,0.00133033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006947139,0.001141861,0.2863089,0.001699993,0.0009026301,0.001649112,0.01136884,0.003973851,0.00101796,0.04249836,0.1784927,0.4702511],"study_design_scores_gemma":[0.0001383458,0.0006007588,0.5175935,0.002729778,0.0003070372,0.00099797,0.05467258,0.004099518,0.00054245,0.04473964,0.3733552,0.0002231976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5377044,0.01385292,0.004347367,0.01801578,0.001836527,0.000480415,0.01592243,0.0003599683,0.4074801],"genre_scores_gemma":[0.9741461,0.006466699,0.001372452,0.002318419,0.0003378528,0.0001979278,0.003822318,0.00009727413,0.011241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09649434,"threshold_uncertainty_score":0.1918654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518208870593293,"score_gpt":0.2135396399257641,"score_spread":0.1983575512198311,"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."}}