{"id":"W4417456164","doi":"10.1038/s41597-025-06429-z","title":"Global Ensemble Fire Emission Product Version 1.0 (EnsemFire V1.0)","year":2025,"lang":"en","type":"article","venue":"Scientific Data","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"NOAA Weather Program Office; National Oceanic and Atmospheric Administration; U.S. Department of Commerce; U.S. Environmental Protection Agency","keywords":"Greenhouse gas; Particulates; Methane; Biomass burning; Air quality index; Aerosol; Carbon dioxide; Carbon fibers; Radiative transfer","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005247768,0.0001331359,0.0001264891,0.0000062002,0.0006347957,0.0003035429,0.001266635,0.00005547571,0.002009426],"category_scores_gemma":[0.0002149833,0.0001090291,0.00003233549,0.0008932672,0.0002105793,0.0004430647,0.0002468803,0.00008873145,0.000543392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001009012,"about_ca_system_score_gemma":0.0002287287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003317299,"about_ca_topic_score_gemma":0.0001896181,"domain_scores_codex":[0.9982305,0.00003220105,0.0001818805,0.0009002701,0.0003306591,0.00032445],"domain_scores_gemma":[0.9981574,0.00003721727,0.00005586198,0.001578555,0.0000458165,0.0001251012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002965486,0.00002596315,0.0544426,0.00004544255,0.000009915123,0.00001259789,0.00002040661,0.0001071009,0.001294436,0.000008294589,0.8328953,0.1111082],"study_design_scores_gemma":[0.0003374036,0.00001807847,0.04943005,0.000147702,0.00003460385,0.00001472552,0.0002061589,0.0150215,0.005581908,0.0007961511,0.9281196,0.0002921175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159434,0.002440172,0.0002587169,0.001765895,0.005358992,0.0002999937,0.006190501,0.0001811899,0.0675611],"genre_scores_gemma":[0.9486048,0.00001963812,0.001184931,0.000121932,0.0001151377,3.793336e-7,0.009827841,0.000001705021,0.04012361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108161,"threshold_uncertainty_score":0.9989029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0209779674364985,"score_gpt":0.2519572765202042,"score_spread":0.2309793090837057,"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."}}