{"id":"W4307547605","doi":"10.3390/land11111887","title":"Soil Microbiome: A Treasure Trove for Soil Health Sustainability under Changing Climate","year":2022,"lang":"en","type":"article","venue":"Land","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Climate change; Soil fertility; Resistance (ecology); Soil biodiversity; Agroforestry; Soil carbon; Soil water; Ecology; Biology; Soil science","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":[0.0008875516,0.0003225859,0.0004649604,0.0005829206,0.0008729409,0.003198646,0.0002698393,0.001246164,0.004067881],"category_scores_gemma":[0.00100453,0.000144316,0.0002011666,0.000482027,0.001121524,0.002447723,0.002028153,0.001124877,0.0007526662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005193016,"about_ca_system_score_gemma":0.001395428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000646821,"about_ca_topic_score_gemma":0.001130286,"domain_scores_codex":[0.9995523,0.0001362723,0.00002054255,0.00007406827,0.00009476773,0.0001220936],"domain_scores_gemma":[0.999265,0.0001016438,0.0001558033,0.00007146547,0.000145278,0.000260749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004477537,0.0001906525,0.06727212,0.002227845,0.0002554579,0.001206036,0.002292014,0.001743221,0.439617,0.0345213,0.01898424,0.4312423],"study_design_scores_gemma":[0.00002584016,0.001270012,0.2364183,0.00153016,0.0001798673,0.003347818,0.01198425,0.003309488,0.04437498,0.07024851,0.6270775,0.0002333261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.685116,0.1495645,0.03950183,0.06526237,0.002308625,0.0002038938,0.004278313,0.0008779048,0.05288656],"genre_scores_gemma":[0.938117,0.0387315,0.01128738,0.002791371,0.000538699,0.00005835653,0.0007877279,0.00005180684,0.007636111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004067881,"threshold_uncertainty_score":0.0136084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355670422815506,"score_gpt":0.2370372750231614,"score_spread":0.2234805707950063,"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."}}