{"id":"W4414894173","doi":"10.1186/s42408-025-00407-x","title":"Near real-time indicators of burn severity in the western U.S. from active fire tracking","year":2025,"lang":"en","type":"article","venue":"Fire Ecology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Aeronautics and Space Administration","keywords":"Visible Infrared Imaging Radiometer Suite; Vegetation (pathology); Satellite; Fire detection; Tracking (education); Firefighting; Radiometer; Fire regime","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":[0.0007916745,0.0003359271,0.0002086954,0.0008710573,0.0001744279,0.0004225453,0.0003464012,0.0002398307,0.0005173784],"category_scores_gemma":[0.001521032,0.0001735405,0.0003234806,0.001228706,0.0001233426,0.0003245076,0.0003482865,0.0002821347,0.0002014793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005511417,"about_ca_system_score_gemma":0.0004354988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0775702,"about_ca_topic_score_gemma":0.1174983,"domain_scores_codex":[0.9997837,0.00004641663,0.00001659763,0.00008265676,0.00004694443,0.00002372706],"domain_scores_gemma":[0.9993492,0.0001616339,0.0001415099,0.00008407276,0.0002142776,0.00004931826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009668746,0.0001346609,0.9367823,0.00003429851,0.00009549779,0.00007779102,0.00009480434,0.03377359,0.001129673,0.0001418328,0.002182669,0.0254562],"study_design_scores_gemma":[0.00002158692,0.00006363618,0.8037544,0.00003438514,0.00006688403,0.00007223953,0.000225688,0.1918717,0.001315658,0.0002550545,0.00229509,0.00002366201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914883,0.00008086898,0.001444901,0.00005444733,0.000007685391,0.00002272065,0.006330525,0.00008494821,0.000485539],"genre_scores_gemma":[0.9774913,0.00008677303,0.00400256,0.00003814118,0.00001022204,0.00004377476,0.01807596,0.00001586907,0.0002354115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0775702,"threshold_uncertainty_score":0.1542374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004655584232026454,"score_gpt":0.2252992670691945,"score_spread":0.220643682837168,"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."}}