{"id":"W3135053573","doi":"10.1016/j.gecco.2021.e01521","title":"Anthropogenic drivers of soil microbial communities and impacts on soil biological functions in agroecosystems","year":2021,"lang":"en","type":"article","venue":"Global Ecology and Conservation","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Agriculture and Agri-Food Canada","funders":"Saskatchewan Pulse Growers","keywords":"Environmental science; Soil health; Soil biodiversity; Agroecosystem; Soil biology; Soil ecology; Agronomy; Soil retrogression and degradation; Agroforestry; Soil fertility; Soil organic matter; Ecology; Agriculture; Biology; Soil water; 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":[0.0001167087,0.00007792489,0.000155133,0.000008894078,0.0001203116,0.00001369293,0.00004163555,0.000150043,0.00006010223],"category_scores_gemma":[0.00003402956,0.00003980958,0.00003125875,0.0001655555,0.0001821787,0.00004015356,0.00004677255,0.00007463943,0.000002936105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000305521,"about_ca_system_score_gemma":0.00002222022,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176372,"about_ca_topic_score_gemma":0.1665217,"domain_scores_codex":[0.9993994,0.0001700226,0.000140871,0.0001196611,0.00003903444,0.0001310467],"domain_scores_gemma":[0.9996386,0.0001758407,0.0000603515,0.00003056111,0.00005753816,0.0000371002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000713939,0.0000817218,0.9757243,0.000006025272,0.00001719302,0.000006310649,0.00005638967,0.000008805417,0.02091204,0.001627415,0.0002046434,0.001283737],"study_design_scores_gemma":[0.0002908685,0.0002515231,0.9956967,0.00001140781,0.000008868957,0.00003533495,0.00216884,0.0005680049,0.0004306132,0.0003032088,0.0001601286,0.00007452867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972469,0.0001338177,5.855206e-7,0.002109116,0.0001123041,0.0000627412,0.00008664417,0.0000142963,0.0002336134],"genre_scores_gemma":[0.9988864,0.0002017899,0.000005132013,0.0007413319,0.0000196204,0.000004120379,0.0001245395,2.951479e-7,0.00001673507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1643453,"threshold_uncertainty_score":0.8486871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811739444123623,"score_gpt":0.2197922432852867,"score_spread":0.2016748488440504,"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."}}