{"id":"W2586806654","doi":"10.15200/winn.148180.06262","title":"Science AMA series: I’m Brian Buma, Assistant Professor at the University of Alaska. I study forest disturbances around the world, focusing on emerging mortality associated with climate change and carbon/water/forests as an integrated system. AMA!","year":2016,"lang":"en","type":"dataset","venue":"The Winnower","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disturbance (geology); Climate change; Ecology; Biodiversity; Landslide; Geography; Ecosystem; Psychological resilience; Global warming; Environmental resource management; Environmental science; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001588373,0.001170992,0.000868501,0.001461839,0.004998951,0.00428762,0.001032381,0.002817255,0.2358044],"category_scores_gemma":[0.005222513,0.0005378136,0.0005975834,0.0008716044,0.001047648,0.004122062,0.00223768,0.006068763,0.1156003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00291927,"about_ca_system_score_gemma":0.005338643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377207,"about_ca_topic_score_gemma":0.02777375,"domain_scores_codex":[0.9990908,0.0001281904,0.00004606917,0.0002137001,0.000391077,0.0001300583],"domain_scores_gemma":[0.9913015,0.0003411713,0.0002165771,0.0001447773,0.002385346,0.005610655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009427559,0.00002211248,0.0002635366,0.00003709668,0.000002187587,0.00003944841,0.0001407248,0.00001409334,0.00007579257,0.0002779896,0.9853526,0.01376494],"study_design_scores_gemma":[0.000003196059,0.00002636349,0.001050842,0.0001091728,0.000003677617,0.0001004107,0.0008529292,0.00002571116,0.00006337978,0.0004410488,0.9973152,0.000008045503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"dataset","genre_scores_codex":[0.002869525,0.0504633,0.0010884,0.5644315,0.2009519,0.0001641381,0.001555614,0.001489469,0.1769861],"genre_scores_gemma":[0.009007883,0.02607475,0.0009265942,0.05470897,0.02210688,0.0001644557,0.0006697105,0.0003672506,0.8859735],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.2358044,"threshold_uncertainty_score":0.7888442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404806992278691,"score_gpt":0.2399237858559286,"score_spread":0.2258757159331417,"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."}}