{"id":"W4407149412","doi":"10.1071/wf24096","title":"Short-term impacts of operational fuel treatments on modelled fire behaviour and effects in seasonally dry forests of British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Wildland Fire","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Native Mental Health Association of Canada; University of British Columbia","funders":"","keywords":"Fire regime; Term (time); Environmental science; Boreal; Geography; Mediterranean climate; Taiga; Meteorology; Climatology; Forestry; Ecology; Ecosystem; Archaeology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005306926,0.0005533514,0.0003919302,0.0004281942,0.0012743,0.001199007,0.001538699,0.0005772403,0.001992768],"category_scores_gemma":[0.001138012,0.0003352801,0.0005333727,0.0007301453,0.0006320318,0.0003095224,0.0004058259,0.0006882803,0.0002205149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02411013,"about_ca_system_score_gemma":0.0115701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.987388,"about_ca_topic_score_gemma":0.9923389,"domain_scores_codex":[0.9996835,0.00005586204,0.0000142969,0.00008120295,0.00003737753,0.0001277938],"domain_scores_gemma":[0.9993061,0.0002111995,0.00005749267,0.00004466505,0.0002406108,0.0001399177],"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":[0.0007958077,0.0004042786,0.3790482,0.0001723105,0.0002867029,0.0001978137,0.0005207132,0.5954738,0.003363178,0.0006199051,0.002869916,0.01624746],"study_design_scores_gemma":[0.0002183813,0.0002113169,0.4265309,0.00008410383,0.0001574223,0.00005073709,0.001679807,0.5662239,0.001343238,0.0003710747,0.00301202,0.0001171261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963802,0.00007254136,0.0003397523,0.00004976285,0.000005367856,0.00002848386,0.001762828,0.00003553004,0.001325578],"genre_scores_gemma":[0.9971074,0.00006121302,0.0006012563,0.00003059915,0.000001185155,0.00003182032,0.001313027,0.000009604073,0.0008438569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02411013,"threshold_uncertainty_score":0.1749321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003393639220072703,"score_gpt":0.2168333477243687,"score_spread":0.213439708504296,"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."}}