{"id":"W2182370836","doi":"10.1007/978-3-319-19809-5_4","title":"Modeling Wildfire Regimes in Forest Landscapes: Abstracting a Complex Reality","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Natural Resources and Forestry; Ontario Forest Research Institute","funders":"","keywords":"Ecological succession; Environmental resource management; Computer science; CLARITY; Ecology; Geography; Environmental science","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":[0.0003181821,0.001046469,0.0008365346,0.0002895523,0.0003016433,0.001828073,0.001356761,0.001114739,0.003767153],"category_scores_gemma":[0.0008829062,0.000647989,0.001068586,0.000584003,0.000807571,0.002733619,0.001073423,0.001983503,0.0006302422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005813991,"about_ca_system_score_gemma":0.0005856401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004719946,"about_ca_topic_score_gemma":0.007429182,"domain_scores_codex":[0.9999168,0.00001997694,0.000004048824,0.00002534336,0.00002655906,0.000007222581],"domain_scores_gemma":[0.9997478,0.0001812944,0.00001684592,0.00002426913,0.00001599499,0.00001382284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000923521,0.00003098118,0.000598356,0.0002363022,0.0000790504,0.00009022313,0.0001755336,0.7195934,0.0009653961,0.2224931,0.007736246,0.0479922],"study_design_scores_gemma":[0.000004502924,0.00000976972,0.0003122305,0.00009291778,0.00003020977,0.00005309631,0.00004814332,0.6004656,0.0003961453,0.37101,0.02755788,0.00001949868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0218391,0.01466579,0.8906736,0.002761771,0.0005670097,0.00002525708,0.00051238,0.0004791472,0.06847589],"genre_scores_gemma":[0.4841055,0.04878917,0.3775116,0.0009928984,0.001555124,0.0002272596,0.001253645,0.0009233091,0.08464164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004719946,"threshold_uncertainty_score":0.01260239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05710641702704845,"score_gpt":0.2633459891978604,"score_spread":0.206239572170812,"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."}}