{"id":"W3182638973","doi":"10.1139/cjfr-2021-0060","title":"Biomass procurement in boreal forests affected by spruce budworm: effects on regeneration, costs, and carbon balance","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Natural Resources Canada","funders":"Natural Resources Canada","keywords":"Biomass (ecology); Environmental science; Forestry; Forest management; Silviculture; Taiga; Procurement; Bioenergy; Stocking; Carbon sequestration; Agroforestry; Agronomy; Ecology; Renewable energy; Biology; Geography; Carbon dioxide; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000943426,0.000131554,0.0001720455,0.000332012,0.0001559566,0.0001281548,0.0002619988,0.00007880833,0.0001352687],"category_scores_gemma":[0.0003827447,0.0001193687,0.00003230873,0.0008350189,0.0002070959,0.0001531553,0.00005935922,0.0003817992,0.00003167781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000877679,"about_ca_system_score_gemma":0.0003480417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04456123,"about_ca_topic_score_gemma":0.5802442,"domain_scores_codex":[0.9980446,0.0002587058,0.0002506408,0.0002356759,0.0005929801,0.0006174154],"domain_scores_gemma":[0.9989395,0.0001039316,0.00007424099,0.0002070574,0.00007331286,0.0006019903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002951227,0.00004000959,0.9189252,0.00004446761,0.00001482505,0.000666431,0.0001784114,0.0001019856,0.001694981,0.0005770148,0.07308469,0.004642485],"study_design_scores_gemma":[0.0009295221,0.0004667653,0.9708574,0.0001869865,0.000006530523,0.00003867998,0.00001877056,0.0005697155,0.007118755,0.0005887301,0.01905777,0.0001604192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857323,0.0006252621,0.000003713249,0.002441589,0.0001055466,0.0003007077,0.000006598807,0.000003223745,0.01078107],"genre_scores_gemma":[0.998237,0.00008198412,0.00005726036,0.0001009411,0.0001166077,0.00001442984,0.00001604793,0.00001602743,0.001359709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.535683,"threshold_uncertainty_score":0.9618011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482501425729237,"score_gpt":0.2745008459810498,"score_spread":0.2596758317237575,"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."}}