{"id":"W3160019526","doi":"10.1007/s10533-021-00793-9","title":"A holistic framework integrating plant-microbe-mineral regulation of soil bioavailable nitrogen","year":2021,"lang":"en","type":"article","venue":"Biogeochemistry","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Western University","funders":"Division of Graduate Education; Biological and Environmental Research; National Institute of Food and Agriculture; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Mineralization (soil science); Organic matter; Soil organic matter; Nitrogen cycle; Ecosystem; Soil biology; Environmental chemistry; Ecology; Soil water; Soil science; Chemistry; Nitrogen; 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":[0.000971796,0.00122857,0.0009423834,0.001197232,0.001161819,0.002913914,0.002244284,0.002072732,0.003420498],"category_scores_gemma":[0.000539629,0.0004314526,0.001083999,0.0008601865,0.002469242,0.003356076,0.002079724,0.001183995,0.0007636186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002661063,"about_ca_system_score_gemma":0.003644191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009172582,"about_ca_topic_score_gemma":0.008526785,"domain_scores_codex":[0.9996535,0.00009796332,0.00002026237,0.0001144523,0.00006643649,0.00004740219],"domain_scores_gemma":[0.9997516,0.00007280918,0.00002814673,0.00002586303,0.00005501746,0.00006655951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003094058,0.00006920959,0.0008664755,0.0003495702,0.00007130896,0.000234906,0.0002387762,0.1165504,0.006804245,0.8584082,0.002529976,0.01384594],"study_design_scores_gemma":[0.00002324223,0.0001197737,0.001348254,0.0001848076,0.00009706658,0.0001379743,0.000238062,0.1940995,0.0009355479,0.7605444,0.04218995,0.00008130049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05538821,0.01530402,0.7961748,0.01620772,0.0008607547,0.0002697676,0.002732146,0.0009860389,0.1120765],"genre_scores_gemma":[0.642248,0.01849077,0.3213856,0.001789226,0.0006175003,0.001108198,0.001248685,0.0001932921,0.01291862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009172582,"threshold_uncertainty_score":0.01930743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01779460675671592,"score_gpt":0.2195655167009342,"score_spread":0.2017709099442183,"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."}}