{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003916048,0.0005189061,0.0005678179,0.0001196236,0.001902599,0.00020199,0.001705259,0.0001139911,0.00006979964],"category_scores_gemma":[0.00009321997,0.0002103275,0.00006001714,0.00100049,0.002488179,0.0005457338,0.001054806,0.0004267347,0.0000377334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143999,"about_ca_system_score_gemma":0.00007235109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0133429,"about_ca_topic_score_gemma":0.386817,"domain_scores_codex":[0.9956163,0.001107078,0.000406086,0.0008543658,0.001262324,0.0007538178],"domain_scores_gemma":[0.9970568,0.000280134,0.0007703034,0.001699711,0.00007526633,0.0001178239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001995374,0.001234497,0.9213455,0.0005799959,0.0009894258,0.0003253746,0.01659879,0.0001203749,0.0005129828,0.0001005207,0.05558993,0.0006072542],"study_design_scores_gemma":[0.001552524,0.001541819,0.945335,0.002954374,0.0007519522,0.00003889446,0.01392235,0.000610567,0.0001816446,0.00002604123,0.03201807,0.001066812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975396,0.00002547893,4.226248e-7,0.0003703046,0.0004669392,0.002564722,0.09872398,0.00005106856,0.0002575219],"genre_scores_gemma":[0.9891302,0.00001051189,7.969426e-7,0.00003316093,0.00009806475,0.00004722838,0.01011052,0.00003489388,0.00053464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3734741,"threshold_uncertainty_score":0.9993968,"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."}}