{"id":"W3180908454","doi":"10.3389/fpls.2021.681113","title":"Root Functional Trait and Soil Microbial Coordination: Implications for Soil Respiration in Riparian Agroecosystems","year":2021,"lang":"en","type":"article","venue":"Frontiers in Plant Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; The Scarborough Hospital; University of Toronto; University of British Columbia","funders":"Agriculture and Agri-Food Canada","keywords":"Rhizosphere; Soil respiration; Agroecosystem; Soil carbon; Riparian zone; Agronomy; Environmental science; Soil water; Growing season; Autotroph; Respiration; Biology; Ecology; Botany; Soil science; Agriculture","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005121814,0.00007929252,0.0001225008,0.00005534949,0.0002202665,0.0001032171,0.0001419532,0.00006314024,0.000006348115],"category_scores_gemma":[0.0001083828,0.00004405843,0.00002974817,0.0007302677,0.000111306,0.0001999391,0.00003338436,0.000070622,6.416852e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009542736,"about_ca_system_score_gemma":0.00007953489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000196313,"about_ca_topic_score_gemma":0.02392673,"domain_scores_codex":[0.9990408,0.00003714125,0.0002048584,0.0003542931,0.0001315883,0.0002313459],"domain_scores_gemma":[0.9996778,0.00007035244,0.00005710853,0.00004568812,0.00008491783,0.00006418031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009209838,0.000151325,0.5086914,0.00001752401,0.000006550118,0.000005757155,0.0001796108,0.0004825824,0.4537789,0.005941613,0.006411342,0.02424128],"study_design_scores_gemma":[0.0004388975,0.00005860309,0.9624302,0.00002340469,0.000004765515,0.00003939789,0.0002725234,0.02756447,0.00319542,0.003386447,0.002411683,0.0001741768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956976,0.000132428,0.000403227,0.002508934,0.0005998297,0.0001747192,0.0002285196,0.0000156191,0.0002390878],"genre_scores_gemma":[0.9989243,0.00001050911,0.0004684716,0.0001376995,0.0001012416,0.00004552124,0.000195416,6.449837e-7,0.0001162201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4537388,"threshold_uncertainty_score":0.9938841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850062097901287,"score_gpt":0.2139527270789971,"score_spread":0.1954521060999842,"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."}}