{"id":"W4220813774","doi":"10.5194/egusphere-egu22-11621","title":"A review of the importance of mineral nitrogen cycling in the plant-soil-microbe system of permafrost-affected soils – changing the paradigm","year":2022,"lang":"en","type":"review","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cycling; Permafrost; Soil water; Mineralization (soil science); Nitrogen cycle; Nitrification; Ecosystem; Organic matter; Environmental chemistry; Nutrient cycle; Soil organic matter; Temperate climate; Biogeochemistry; Environmental science; Nitrogen; Agronomy; Ecology; Soil science; Chemistry; Biology; Forestry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005773115,0.0008218102,0.001168176,0.003838334,0.0003254219,0.001328287,0.0009100292,0.0009055832,0.003254531],"category_scores_gemma":[0.001091364,0.0003539473,0.0005847388,0.005533679,0.0003742997,0.001643864,0.0006658508,0.0009890604,0.001602368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006986491,"about_ca_system_score_gemma":0.001492907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706068,"about_ca_topic_score_gemma":0.002620029,"domain_scores_codex":[0.9997312,0.00003685751,0.00006608549,0.00007234983,0.00006987719,0.0000235069],"domain_scores_gemma":[0.9990871,0.0003681469,0.0001728094,0.00003149444,0.0002524829,0.00008793751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000193512,0.00009366049,0.001074303,0.05471966,0.0002037764,0.0003557809,0.0001879926,0.0005872588,0.005998566,0.003099482,0.07268483,0.8608012],"study_design_scores_gemma":[0.000007565926,0.0001315063,0.004972059,0.007780824,0.0001892979,0.001196012,0.000100696,0.000148921,0.0008033041,0.001291447,0.983347,0.00003139532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003188899,0.9975361,0.0002587544,0.000312569,0.0005869591,0.000003535577,0.00007017631,0.00001406506,0.0008989351],"genre_scores_gemma":[0.001124929,0.9966906,0.0004445474,0.0003130006,0.000556084,0.000007329588,0.0001231352,0.000005661544,0.000734637],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003838334,"threshold_uncertainty_score":0.0108875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08403455954444965,"score_gpt":0.2865743539058931,"score_spread":0.2025397943614434,"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."}}