{"id":"W4414920042","doi":"10.1016/j.gsf.2025.102178","title":"Spatiotemporal analysis of the FWI over Europe and North Africa: Historical trends and climate projections under RCP4.5 and RCP8.5","year":2025,"lang":"en","type":"article","venue":"Geoscience Frontiers","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Climate model; Global warming; Preparedness; Trend analysis; Fire regime; Climate pattern","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001393785,0.00009176807,0.0001712627,0.00003529488,0.0003207497,0.00004831524,0.0001209034,0.00003517016,0.00004045126],"category_scores_gemma":[0.00003229494,0.00006213239,0.00003761998,0.001883767,0.0003895785,0.0001440559,0.00004148615,0.00008169617,1.897723e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001043824,"about_ca_system_score_gemma":0.00004523464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300683,"about_ca_topic_score_gemma":0.001610614,"domain_scores_codex":[0.9992053,0.00003172876,0.0001475999,0.0002793111,0.000146042,0.0001900163],"domain_scores_gemma":[0.9996618,0.00003118674,0.00007585609,0.0001404604,0.00002067267,0.00006999161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008645307,0.000007711255,0.9897416,0.000008332599,0.0000335739,5.534731e-7,0.0002158341,0.0002554708,0.00002601117,0.00002191772,0.001088882,0.008591462],"study_design_scores_gemma":[0.000088004,0.0000208109,0.9803206,0.000004527741,0.0001463607,0.000001232232,0.0001840466,0.01343476,0.000009870764,0.00003502429,0.00568112,0.00007367454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948682,0.001003222,0.0009464084,0.0005497324,0.0002445901,0.00005102546,0.0000595846,0.00001198699,0.002265233],"genre_scores_gemma":[0.9952494,0.0002070589,0.0009150391,0.00006945573,0.00001053462,7.03499e-7,0.000008305275,0.000001039945,0.003538482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01317929,"threshold_uncertainty_score":0.2533685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339855370684249,"score_gpt":0.2021097836000104,"score_spread":0.1887112298931679,"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."}}