{"id":"W2884461525","doi":"10.1038/s41467-018-05457-1","title":"Wildfire as a major driver of recent permafrost thaw in boreal peatlands","year":2018,"lang":"en","type":"article","venue":"Nature Communications","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":324,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Wilfrid Laurier University; Canadian Forest Service; University of Lethbridge; University of Alberta","funders":"Alberta Innovates; University of Alberta","keywords":"Permafrost; Thermokarst; Peat; Bog; Environmental science; Boreal; Climate change; Taiga; Active layer; Physical geography; Hydrology (agriculture); Global warming; Earth science; Geology; Ecology; Geography; Forestry; Oceanography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001783501,0.00009922415,0.0001405411,0.0001049755,0.0001738453,0.00002279655,0.0007388334,0.0001837872,0.003886611],"category_scores_gemma":[0.00005780422,0.00008348237,0.0000409503,0.0004195633,0.0002764305,0.0001232272,0.00006950073,0.0004446874,0.0001426958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005852017,"about_ca_system_score_gemma":0.00005258574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005105593,"about_ca_topic_score_gemma":0.2910514,"domain_scores_codex":[0.9992298,0.00008981161,0.0001936449,0.0001415656,0.0001563087,0.0001888011],"domain_scores_gemma":[0.9987277,0.0001779163,0.00007013109,0.0008737299,0.00008197961,0.00006856941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002842823,0.00004291247,0.9892268,0.000004119498,0.000007884723,0.000001728714,0.001408987,4.627025e-7,0.0001168709,0.0003090551,0.005188968,0.003663831],"study_design_scores_gemma":[0.0002315805,0.00007120104,0.8654002,0.00002382664,0.00001012997,0.000009917604,0.000389496,0.0003768154,0.0000783876,0.0002029595,0.1331117,0.00009374138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7346899,0.006699604,8.505778e-7,0.009136329,0.0003535772,0.0002930275,0.005347065,0.00003960629,0.24344],"genre_scores_gemma":[0.9847879,0.003869987,0.0002426039,0.0007405716,0.00009793299,0.000002333383,0.01014643,0.000003895017,0.0001083301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2859459,"threshold_uncertainty_score":0.997024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781132129704346,"score_gpt":0.301780590558699,"score_spread":0.2639692692616556,"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."}}