{"id":"W4210782295","doi":"10.2139/ssrn.4020741","title":"Fire Regime and Management in Canada's Protected Areas","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Political science; Geography; Environmental planning; Business","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":[0.0005608781,0.0001231912,0.0002571883,0.001583613,0.002860957,0.001895562,0.001024403,0.000570516,0.003399458],"category_scores_gemma":[0.002370758,0.0001788133,0.0002362707,0.0023987,0.001210724,0.0003696823,0.0008159334,0.0006443322,0.0001930589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02618464,"about_ca_system_score_gemma":0.02779452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9896851,"about_ca_topic_score_gemma":0.9980506,"domain_scores_codex":[0.9993086,0.00006906076,0.00002386189,0.00006469999,0.0001519704,0.0003818777],"domain_scores_gemma":[0.9976554,0.0002302392,0.0003711981,0.00005271974,0.0006263726,0.001064076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002292329,0.0001381027,0.9735293,0.00003349153,0.00008465527,0.0001808842,0.001850596,0.0006959473,0.0005584228,0.001052397,0.002234041,0.01941297],"study_design_scores_gemma":[0.000004652994,0.00001255338,0.995887,0.00002246453,0.00001017941,0.00003212216,0.002129698,0.0002341271,0.00004058621,0.00008469232,0.001535353,0.000006485426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938359,0.0007982115,0.00004480311,0.0005884949,0.0000159398,0.00001176236,0.0006248002,0.000004882308,0.00407521],"genre_scores_gemma":[0.9970123,0.000376164,0.00005648627,0.00009354831,0.000006455683,0.000004339434,0.000272268,0.000004902507,0.002173605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02618464,"threshold_uncertainty_score":0.1899838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00261564772624787,"score_gpt":0.1684229770577068,"score_spread":0.1658073293314589,"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."}}