{"id":"W4225921101","doi":"10.2139/ssrn.4010378","title":"Modeling Fire Hazards for the Maintenance of Long-Term Forest Inventory Plots in Alberta, Canada","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Term (time); Forest inventory; Environmental science; Forestry; Geography; Agroforestry; Forest management","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":[0.001058272,0.0005928978,0.0005559505,0.001007071,0.001550329,0.001802781,0.003042336,0.001278879,0.002974504],"category_scores_gemma":[0.003209003,0.0007084524,0.000602097,0.001315883,0.0009601717,0.0006447171,0.0007143728,0.0009678827,0.000171234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02217702,"about_ca_system_score_gemma":0.0118188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9811962,"about_ca_topic_score_gemma":0.9867963,"domain_scores_codex":[0.9997279,0.00005212721,0.00001467973,0.00005452704,0.00004102068,0.0001098104],"domain_scores_gemma":[0.9983076,0.0007849144,0.0001564899,0.00005655729,0.0003946413,0.000299837],"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":[0.0002118793,0.0001376572,0.09030964,0.00002942068,0.00007375581,0.0001073821,0.0001016041,0.9027544,0.0002407088,0.0007862434,0.001081658,0.004165582],"study_design_scores_gemma":[0.00003738983,0.00003471815,0.03235394,0.00001499553,0.00003633424,0.00002021671,0.0003758547,0.9662457,0.00009447999,0.0003340337,0.0004321834,0.0000200831],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995666,0.0001865909,0.001241077,0.0002092351,0.00001207041,0.00003333066,0.001068049,0.00004180936,0.001541842],"genre_scores_gemma":[0.9961007,0.0001135351,0.001056963,0.00002294138,0.000004423304,0.00001928691,0.0008045244,0.00001372055,0.001864017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02217702,"threshold_uncertainty_score":0.1609063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00530987331585403,"score_gpt":0.198176124617433,"score_spread":0.192866251301579,"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."}}