{"id":"W4407270136","doi":"10.1093/biosci/biaf007","title":"Fires in the Petrocene","year":2025,"lang":"en","type":"article","venue":"BioScience","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005531739,0.00005365385,0.00004980014,0.00003037921,0.00009319015,0.00003782283,0.000593967,0.00001966154,0.0001077915],"category_scores_gemma":[0.0001309934,0.00003368534,0.00001588388,0.0008462738,0.0001633987,0.0001178672,0.000107026,0.00005597928,0.0003185717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007284652,"about_ca_system_score_gemma":0.00001011168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008518327,"about_ca_topic_score_gemma":0.0005362948,"domain_scores_codex":[0.9992594,0.00005649951,0.00008705359,0.0002008068,0.0002125287,0.0001837165],"domain_scores_gemma":[0.9996358,0.00009755173,0.00001871659,0.0002296905,0.000001354291,0.00001685682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007536133,0.0001664054,0.8749405,0.00002099332,0.00000131784,0.00002320802,0.0009296646,0.0001219091,0.05220537,0.002199901,0.02841191,0.04097124],"study_design_scores_gemma":[0.00008000009,0.00002155568,0.965602,0.00001655055,9.437117e-7,0.000002899019,0.00007206488,0.004028569,0.001795412,0.0002240171,0.02809547,0.00006044791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510338,0.00005113904,0.0001058145,0.001659663,0.000245439,0.0001511681,7.494768e-7,0.00001890481,0.04673332],"genre_scores_gemma":[0.9980867,0.000003662363,0.0001099353,0.001066294,0.000007746767,0.00001582919,1.349104e-7,0.000001333063,0.0007083777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09066153,"threshold_uncertainty_score":0.4094701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004242008972448524,"score_gpt":0.2194278022632139,"score_spread":0.2151857932907654,"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."}}