{"id":"W4213156434","doi":"10.1071/wf21078","title":"Forest fire and its key drivers in the tropical forests of northern Vietnam","year":2022,"lang":"en","type":"article","venue":"International Journal of Wildland Fire","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Vietnam Academy of Science and Technology","keywords":"Geography; Fire regime; Physical geography; Environmental science; Population; Hotspot (geology); Climate change; Ecology; Ecosystem; Demography; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003887111,0.0001539811,0.0001180475,0.0003266151,0.0003751838,0.0005010279,0.0001397188,0.00009360681,0.0007376197],"category_scores_gemma":[0.0009203859,0.0001412781,0.0001873626,0.0005635179,0.0001671609,0.0004043309,0.0002335508,0.0002470578,0.00004088311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008955619,"about_ca_system_score_gemma":0.0007069679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1233659,"about_ca_topic_score_gemma":0.1926898,"domain_scores_codex":[0.9998951,0.0000341234,0.000008214199,0.00002290061,0.00001237067,0.00002721055],"domain_scores_gemma":[0.9995629,0.0001468451,0.0001468598,0.00001844906,0.00005131137,0.000073651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000417589,0.00002042818,0.991523,0.00002184377,0.0000290196,0.0001294259,0.0007253752,0.002016057,0.000342301,0.0001825248,0.00006321344,0.00490499],"study_design_scores_gemma":[0.000001847894,0.00002059578,0.9892209,0.00001737785,0.00001402106,0.000110284,0.002287229,0.007675184,0.00008944836,0.0002093897,0.000348474,0.000005230223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994074,0.00007421058,0.0001510353,0.00003035885,8.564506e-7,0.000003968017,0.0001141461,0.000001301799,0.000216772],"genre_scores_gemma":[0.9996636,0.00006718031,0.00008113777,0.000002924498,0.000001006888,0.000002822299,0.00007916546,7.907332e-7,0.0001014146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1233659,"threshold_uncertainty_score":0.2452958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005808660213573792,"score_gpt":0.2150130626284857,"score_spread":0.2092044024149119,"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."}}