{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005739312,0.0001019061,0.000162435,0.0000166767,0.0006542919,0.00003447369,0.0001278648,0.00003377755,0.00007976879],"category_scores_gemma":[0.00001739452,0.00004391034,0.000117522,0.0002927632,0.00002396625,0.00002852904,0.0001182167,0.00009171892,0.000001470307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829162,"about_ca_system_score_gemma":0.00003259229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452473,"about_ca_topic_score_gemma":0.009142494,"domain_scores_codex":[0.9988948,0.00008968442,0.0001377101,0.0002395063,0.0001155084,0.0005227951],"domain_scores_gemma":[0.9996586,0.00009490981,0.00006948915,0.00005237634,0.00004573542,0.00007885518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001870348,0.001815252,0.6591366,0.0006245537,0.0002224364,0.00002973908,0.003929647,0.002569445,0.06173649,0.00531244,0.004748016,0.2580051],"study_design_scores_gemma":[0.008386048,0.008360146,0.7148695,0.00006485479,0.0001892244,0.0002845199,0.05487847,0.04857738,0.002429656,0.03549685,0.1232083,0.003255066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929138,0.0002596264,0.000008420138,0.00589469,0.0001277363,0.0003053973,0.000351746,0.00006690415,0.00007171164],"genre_scores_gemma":[0.9978986,0.00001855491,0.00001594039,0.001260367,0.0001190257,0.0000891611,0.0002386046,0.000001580219,0.0003582001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.25475,"threshold_uncertainty_score":0.5101726,"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."}}