{"id":"W3119708420","doi":"10.3389/ffgc.2020.609216","title":"Dispersed Variable-Retention Harvesting Mitigates N Losses on Harvested Sites in Conjunction With Changes in Soil Microbial Community Structure","year":2021,"lang":"en","type":"article","venue":"Frontiers in Forests and Global Change","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Vetenskapsrådet; Svenska Forskningsrådet Formas; Forskningsrådet i Sydöstra Sverige","keywords":"Nutrient; Microbial population biology; Nutrient cycle; Biology; Clearcutting; Agronomy; Community structure; Ecology; Environmental science; Bacteria","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":[0.0001390001,0.0001531559,0.0002302944,0.0000319377,0.0002273581,0.00005485553,0.00009051615,0.0001510607,0.0000240956],"category_scores_gemma":[0.00006636085,0.00007461421,0.00001988361,0.0005062337,0.0001722419,0.0001733277,0.00008915434,0.0002209848,7.308456e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008713109,"about_ca_system_score_gemma":0.000007048365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006025732,"about_ca_topic_score_gemma":0.6277392,"domain_scores_codex":[0.9991189,0.0001675694,0.0001180076,0.0002402559,0.00008158568,0.0002736626],"domain_scores_gemma":[0.9997634,0.0000561917,0.00005812992,0.00004191045,0.000039625,0.00004075051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000180191,0.00009992501,0.9961438,0.00003090297,0.00001326141,0.00003743099,0.0002667782,0.00001085297,0.0007648751,0.0001095049,0.0004147221,0.001927821],"study_design_scores_gemma":[0.0006340872,0.000339707,0.9947901,0.0001558436,0.0000106922,0.000008723452,0.002432451,0.0000707537,0.0002107453,0.0008715282,0.0003194982,0.0001558718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977178,0.0003735265,9.475778e-7,0.001121769,0.0002202388,0.0001946608,0.0002537479,0.00001753072,0.00009979978],"genre_scores_gemma":[0.9989414,0.00009040934,0.0001524905,0.0003583065,0.00005913802,0.000009945374,0.0003419882,7.222226e-7,0.0000455799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6217135,"threshold_uncertainty_score":0.9109144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745954946526911,"score_gpt":0.2046309950079135,"score_spread":0.1771714455426444,"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."}}