{"id":"W3032972591","doi":"10.3390/fire3020021","title":"Seismic Lines in Treed Boreal Peatlands as Analogs for Wildfire Fuel Modification Treatments","year":2020,"lang":"en","type":"article","venue":"Fire","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canada First Research Excellence Fund","keywords":"Peat; Environmental science; Boreal; Sphagnum; Bog; Geology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000501713,0.000123322,0.0001646746,0.00001843293,0.00006231516,0.00001441873,0.0001425344,0.0000863165,0.0001172554],"category_scores_gemma":[0.00002901744,0.0001026839,0.00005476149,0.0001635647,0.00004005462,0.0000939174,0.00004141118,0.00005727064,0.0001012401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007672092,"about_ca_system_score_gemma":0.00001113369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588678,"about_ca_topic_score_gemma":0.0006422644,"domain_scores_codex":[0.9991846,0.00002159846,0.0001672524,0.0003072364,0.00009200174,0.0002273248],"domain_scores_gemma":[0.9996887,0.00003160269,0.00005264335,0.0001217728,0.000002792304,0.0001024246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001609704,0.0001424313,0.9653244,0.00001235999,0.00001746273,0.00001456758,0.001012907,0.0007296752,0.0006057153,0.00001651259,0.01159653,0.02036648],"study_design_scores_gemma":[0.001507288,0.0003838338,0.892583,0.000005053857,0.00001992283,0.000004114475,0.00004375035,0.08698258,0.00006680945,0.0004639286,0.01780034,0.0001393493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892093,0.00004017573,0.00009318104,0.006406604,0.00003851894,0.0002896638,0.00003792492,0.00003883533,0.003845817],"genre_scores_gemma":[0.9972693,0.00006083168,0.000113808,0.001070318,0.00009230261,0.00008769028,0.0006709224,0.000011378,0.0006234686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08625291,"threshold_uncertainty_score":0.4187329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294931595449419,"score_gpt":0.2586882319237729,"score_spread":0.2357389159692787,"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."}}