{"id":"W7097822783","doi":"","title":"FORESTS, FIRES and STOCHASTIC MODELLING John Braun (University of Western Ontario),","year":2006,"lang":"en","type":"article","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Enthusiasm; Section (typography); Field (mathematics); Stochastic modelling; Natural (archaeology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007940128,0.0005445861,0.0007154496,0.0009471262,0.001371437,0.002100855,0.0005980785,0.001049001,0.01177985],"category_scores_gemma":[0.002728998,0.0004804305,0.0003373339,0.002166918,0.001675761,0.001124357,0.0006344537,0.001478153,0.003318443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005126055,"about_ca_system_score_gemma":0.004143821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2852175,"about_ca_topic_score_gemma":0.4128888,"domain_scores_codex":[0.9997184,0.00005601529,0.00002104636,0.00005780278,0.0001208016,0.00002579637],"domain_scores_gemma":[0.998676,0.0007552385,0.00009253266,0.00005305252,0.0002548098,0.0001684585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001332952,0.00006082921,0.007574204,0.001356463,0.00007081376,0.0006265044,0.00155945,0.02114854,0.001175336,0.1766873,0.5785652,0.211042],"study_design_scores_gemma":[0.00002174536,0.00002731274,0.006976752,0.0004998691,0.00002874403,0.0002169265,0.0003355292,0.01077969,0.0003795966,0.09095868,0.8897124,0.00006264446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01619822,0.6810157,0.0772719,0.08979626,0.009662712,0.00009035139,0.003330715,0.0006685168,0.1219656],"genre_scores_gemma":[0.1859093,0.4121384,0.03019848,0.004687383,0.005137181,0.0001218313,0.001749883,0.000460439,0.3595971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2852175,"threshold_uncertainty_score":0.5671146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005843996563011696,"score_gpt":0.1552557449858531,"score_spread":0.1494117484228414,"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."}}