{"id":"W7017367411","doi":"","title":"Applications of and Barriers to Prescribed Fire for Grassland Management in Saskatchewan","year":2023,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nature Conservancy of Canada","keywords":"Adaptive management; Ecosystem services; Grassland; Vegetation (pathology); Ecosystem management; Land use; Fire regime; Fire ecology; Biodiversity","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007608315,0.0001986148,0.0001220228,0.0004538647,0.001504306,0.001515923,0.000780098,0.0003273561,0.001571227],"category_scores_gemma":[0.001305135,0.0001921723,0.0001646611,0.0008690304,0.0007270842,0.000501424,0.001177213,0.0005296089,0.0001173598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01419943,"about_ca_system_score_gemma":0.03153112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7931235,"about_ca_topic_score_gemma":0.9622467,"domain_scores_codex":[0.9995265,0.0001219288,0.00002188656,0.00006184575,0.0001039363,0.0001639203],"domain_scores_gemma":[0.9991197,0.000262971,0.0001512387,0.00005870922,0.0002092656,0.0001980482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003466557,0.000332302,0.7514838,0.0004132995,0.0001731848,0.001724558,0.01380063,0.00519501,0.02285686,0.004887056,0.002925733,0.1958609],"study_design_scores_gemma":[0.00002015989,0.0001382041,0.9555635,0.0002535897,0.00005208434,0.0002285711,0.02588631,0.003268946,0.001334697,0.0008404896,0.01236071,0.00005278028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906262,0.0003248611,0.0004501899,0.0007423204,0.000007694924,0.0000819596,0.0001764601,0.00001030627,0.007580063],"genre_scores_gemma":[0.9955178,0.0004990307,0.00167317,0.0002144888,0.000001902894,0.00009258825,0.000128646,0.000003224951,0.001869104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2068765,"threshold_uncertainty_score":0.4161897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003903352315083276,"score_gpt":0.174100950342809,"score_spread":0.1701975980277258,"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."}}