{"id":"W7084581827","doi":"10.14288/1.0450273","title":"Short-term impacts of fuel treatments on above-ground forest carbon storage and stability in southeastern British Columbia","year":2025,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbon fibers; Carbon sink; Biomass (ecology); Greenhouse gas; Climate change; Carbon sequestration; Carbon accounting","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":[],"consensus_categories":[],"category_scores_codex":[0.0001903906,0.0000649104,0.0003611112,0.00002284413,0.0001566005,0.0001111954,0.0002221078,0.0001389277,0.0001112337],"category_scores_gemma":[0.00001076701,0.0002039394,0.00007337058,0.0002571752,0.0003948873,0.0002318415,0.0001902178,0.0001416722,0.000003320848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003192052,"about_ca_system_score_gemma":0.00003868843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8614616,"about_ca_topic_score_gemma":0.9918255,"domain_scores_codex":[0.9986361,0.00008174446,0.0002008283,0.0004911993,0.0002621027,0.0003280293],"domain_scores_gemma":[0.9994391,0.00003415119,0.0001006517,0.0002437442,0.00002496219,0.0001574346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002040806,0.0003872244,0.951304,0.0001439509,0.00002027372,0.00008547545,0.0005565851,0.000005460221,0.0001294276,2.635161e-7,0.0001717764,0.0471752],"study_design_scores_gemma":[0.001216661,0.0001920664,0.9962396,0.000276775,0.0000361738,0.00001550613,0.001415796,0.00006162441,8.016615e-7,0.0003714502,0.00001404499,0.0001595158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996115,0.0001107222,0.000006046856,0.00001801168,0.00006546462,0.0004981856,0.0002653053,0.00002215793,0.002899162],"genre_scores_gemma":[0.999015,0.0002256969,0.0000301313,0.00002329611,0.000007772163,0.000001213174,0.00002283445,0.00000805728,0.0006660473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1303639,"threshold_uncertainty_score":0.8316408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008020530607731767,"score_gpt":0.1862387155832817,"score_spread":0.1782181849755499,"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."}}