{"id":"W2202815954","doi":"10.5558/tfc2012-034","title":"Aerial forest herbicide application: Comparative assessment of risk mitigation strategies in Canada","year":2012,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of New Brunswick; Tembec; Canadian Forest Service","funders":"","keywords":"Risk assessment; Risk management; Audit; Environmental science; Environmental planning; Environmental resource management; Business; Risk analysis (engineering); Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003392315,0.00009723716,0.0001423223,0.000008632932,0.00007193625,0.00001176671,0.0002236237,0.00002827827,0.000168896],"category_scores_gemma":[0.000008747594,0.00007310788,0.00002209287,0.0001604806,0.0001099895,0.0002744539,0.00006912338,0.0001238502,0.00003236957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001099351,"about_ca_system_score_gemma":0.0002355839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8908477,"about_ca_topic_score_gemma":0.9681555,"domain_scores_codex":[0.9989994,0.0001304304,0.0002269862,0.0001200078,0.0002613328,0.0002619138],"domain_scores_gemma":[0.9993377,0.0001519501,0.0001758424,0.000275066,0.000005181392,0.00005426822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009565002,0.00004299914,0.9575454,0.00001223881,0.00000710252,3.400484e-7,0.0004593691,0.03822537,0.001814193,0.00110676,0.0003733794,0.0004032818],"study_design_scores_gemma":[0.0002831194,0.0000246637,0.9474439,0.00001113911,0.000006957664,0.000002221698,0.0007042762,0.0488029,0.001933052,0.0003799266,0.0003272435,0.00008061383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955174,0.00007105134,0.000415251,0.00004775612,0.0001388836,0.0003932151,0.0000157887,0.000009583913,0.003391105],"genre_scores_gemma":[0.9996417,0.000002740474,0.0001644943,0.00001666687,0.00008219538,0.0000698373,0.0000101485,0.000007181874,0.00000499155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07730781,"threshold_uncertainty_score":0.2981253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008773573787901577,"score_gpt":0.2520235815495852,"score_spread":0.2432500077616836,"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."}}