{"id":"W4416233357","doi":"10.3389/fenvs.2025.1504568","title":"Impacts of novel wildfire disturbance on landcover and wildlife in boreal North America","year":2025,"lang":"en","type":"article","venue":"Frontiers in Environmental Science","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western Forest Products; Natural Resources Canada; Canadian Forest Service; Institute for Circumpolar Health Research; University of Calgary; Environment and Climate Change Canada; Government of Northwest Territories; Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Wildlife; Boreal; Disturbance (geology); Taiga; Subarctic climate; Biome; Fire regime; Habitat","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001040028,0.0002007391,0.0001469078,0.0004386904,0.001291692,0.001121159,0.0005815427,0.0002672664,0.0007205238],"category_scores_gemma":[0.001116048,0.0001058896,0.0004120427,0.0006772417,0.0008080451,0.0005630914,0.0006995851,0.0004148835,0.00005243136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002817093,"about_ca_system_score_gemma":0.001876238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4309892,"about_ca_topic_score_gemma":0.8156148,"domain_scores_codex":[0.9995835,0.00008579752,0.00002791144,0.00009236932,0.0001090372,0.000101402],"domain_scores_gemma":[0.9991578,0.00008897037,0.0003200767,0.00005590006,0.0001711788,0.0002061419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008149023,0.00006024308,0.9870905,0.00003524789,0.00007327811,0.0002078021,0.0009486597,0.0003713928,0.0007907831,0.0001192938,0.0004476747,0.009773626],"study_design_scores_gemma":[0.000001360794,0.00002533409,0.9977016,0.000008284255,0.00001029212,0.00009082226,0.001419256,0.0001546721,0.00005068725,0.00003353348,0.0005006456,0.000003601989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977992,0.0003865988,0.0001228281,0.0001402271,0.00001526988,0.00001341117,0.0003452424,0.00000761318,0.001169603],"genre_scores_gemma":[0.9986742,0.0002963602,0.0003883355,0.00009747632,0.00001553754,0.00001355873,0.0003468053,0.000003150934,0.0001646061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5690107,"threshold_uncertainty_score":0.8569612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002473759241381996,"score_gpt":0.1882642358402468,"score_spread":0.1857904765988648,"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."}}