{"id":"W2059904261","doi":"10.1073/pnas.1112839109","title":"Long-term perspective on wildfires in the western USA","year":2012,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":642,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Canadian Forest Service","funders":"","keywords":"Fire regime; Climate change; Population; Geography; Fire ecology; Ecology; Physical geography; Environmental science; Ecosystem; Demography; Biology","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":[0.000366267,0.0001327892,0.0001124515,0.0007025851,0.0005660747,0.0007370583,0.0001686925,0.0003195446,0.0011179],"category_scores_gemma":[0.0008820703,0.0000635614,0.0001300784,0.001398638,0.0002354,0.0005664371,0.0003318852,0.0005539052,0.0001177409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075016,"about_ca_system_score_gemma":0.0006618494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09783275,"about_ca_topic_score_gemma":0.3798771,"domain_scores_codex":[0.9999131,0.00001841563,0.00001004153,0.00001413776,0.0000231314,0.00002119655],"domain_scores_gemma":[0.9992718,0.0001408367,0.0001977368,0.00002658443,0.0002468221,0.000116245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001389044,0.0001423228,0.9059802,0.0001311985,0.0001246329,0.0005191105,0.001306516,0.001204391,0.001309577,0.001566599,0.007463939,0.08011264],"study_design_scores_gemma":[0.000002817367,0.00004483876,0.9788169,0.0001062246,0.00005200822,0.0001437238,0.001742253,0.0007328534,0.0002646124,0.0005555511,0.01752579,0.00001232492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703199,0.008823954,0.0004998819,0.004187133,0.000165752,0.000006274849,0.002399185,0.00001446298,0.01358342],"genre_scores_gemma":[0.9897914,0.005777648,0.00029945,0.0008593401,0.0001672968,0.000008256952,0.001479667,0.000006504393,0.001610461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09783275,"threshold_uncertainty_score":0.1945266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956861639584116,"score_gpt":0.3043060581857232,"score_spread":0.274737441789882,"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."}}