{"id":"W2400971706","doi":"10.1098/rstb.2015.0469","title":"Living on a flammable planet: interdisciplinary, cross-scalar and varied cultural lessons, prospects and challenges","year":2016,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Fire ecology; Scholarship; Politics; Fire regime; Scale (ratio); Flammable liquid; Environmental resource management; Political science; Environmental planning; Environmental ethics; Geography; Ecology; Environmental science; Engineering; Ecosystem","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001127539,0.0004435358,0.0009250871,0.00001952332,0.001035292,0.0001015545,0.0008166388,0.0005158329,0.0002311003],"category_scores_gemma":[0.00007518845,0.000191916,0.0004367348,0.0002413052,0.003909937,0.0001412144,0.0004756457,0.0005365764,0.00003611085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001285316,"about_ca_system_score_gemma":0.00002108185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000515663,"about_ca_topic_score_gemma":0.000009130466,"domain_scores_codex":[0.9972522,0.0004017436,0.0004807691,0.0009576067,0.0004440283,0.0004636363],"domain_scores_gemma":[0.9980944,0.00114776,0.0002856194,0.0002916101,0.000008680821,0.0001718746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002926574,0.0004174722,0.0005812196,0.003447341,0.0002249152,0.000003672745,0.0005796764,0.00008105374,0.000026981,0.002660569,0.00007628971,0.9918715],"study_design_scores_gemma":[0.003011925,0.01523032,0.04572362,0.08138937,0.00208927,0.0007364908,0.0009392516,0.01724873,0.0000759363,0.09363914,0.7302632,0.009652789],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003736258,0.9864661,0.00007608148,0.005332619,0.000384554,0.001338419,0.0001868587,0.00009871358,0.002380372],"genre_scores_gemma":[0.1865123,0.8130443,0.0001315565,0.00003109886,0.0001121844,0.00008258252,0.000001881737,0.00001299925,0.00007116043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9822187,"threshold_uncertainty_score":0.9988009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08126895275497387,"score_gpt":0.3256672429628898,"score_spread":0.244398290207916,"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."}}