{"id":"W4402360454","doi":"10.1111/sum.13108","title":"Soil carbon in the boreal region under climate and land use change","year":2024,"lang":"en","type":"article","venue":"Soil Use and Management","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Boreal; Environmental science; Permafrost; Soil carbon; Disturbance (geology); Agroforestry; Climate change; Land use; Carbon cycle; Greenhouse gas; Ecology; Ecosystem; Soil water; Soil science; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004201999,0.0001435796,0.0001464257,0.0004685408,0.000332047,0.0006048132,0.0002095292,0.0003027081,0.0005442669],"category_scores_gemma":[0.0004325527,0.00006217796,0.0002394888,0.0006417643,0.000308684,0.000387053,0.0003682372,0.0001808906,0.0000678936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006371104,"about_ca_system_score_gemma":0.00048175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05107055,"about_ca_topic_score_gemma":0.08312794,"domain_scores_codex":[0.999841,0.00004605761,0.00001067958,0.00003017964,0.0000320487,0.00004002841],"domain_scores_gemma":[0.9996448,0.0000428904,0.0001475796,0.00002063066,0.00006440748,0.00007989418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001813254,0.0000778252,0.9874359,0.00004431087,0.0001126137,0.000449657,0.0005256577,0.00095215,0.002961718,0.0003013372,0.000500036,0.006457317],"study_design_scores_gemma":[0.000002443129,0.00003401763,0.998582,0.000002904655,0.00001032003,0.0000996582,0.0003977334,0.0003442475,0.00007564811,0.00005340519,0.0003939993,0.000003620552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981173,0.0002897939,0.00004270773,0.0001951589,0.000009674096,0.000003863541,0.0004732783,0.000005802164,0.0008624336],"genre_scores_gemma":[0.9996152,0.00007862014,0.00004190723,0.0000232009,0.000007721033,0.00000176204,0.0001659276,7.001976e-7,0.00006494329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05107055,"threshold_uncertainty_score":0.1015465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08841335146701684,"score_gpt":0.2490314768362894,"score_spread":0.1606181253692726,"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."}}