{"id":"W4299803000","doi":"10.1016/j.scitotenv.2022.159204","title":"Biodiesel Co-Product enhances microbial stability and beneficial microbial communities along a gradient of soil water content","year":2022,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"University of Florida","keywords":"Soil water; Amendment; Fusarium; Microbial population biology; Ecosystem; Microorganism; Environmental science; Leaching (pedology); Environmental chemistry; Agronomy; Biology; Food science; Chemistry; Ecology; Botany; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00009023065,0.0003135907,0.0002606237,0.0002775704,0.0001562895,0.0006150655,0.0001760493,0.0002405027,0.0009438233],"category_scores_gemma":[0.0002165953,0.0001503829,0.0001559432,0.000240145,0.0002318172,0.0003801211,0.00031928,0.0003772113,0.0001288322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003183781,"about_ca_system_score_gemma":0.0002666288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446424,"about_ca_topic_score_gemma":0.004411286,"domain_scores_codex":[0.9998776,0.00001053527,0.000005035442,0.00004207158,0.00002302098,0.00004184211],"domain_scores_gemma":[0.9998391,0.00002419167,0.00003757916,0.000007294242,0.00003333726,0.00005845902],"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":[0.0007948413,0.00007263238,0.001864875,0.00001807477,0.00001265336,0.00002502416,0.0000232879,0.00009750229,0.9953912,0.00004005384,0.00001568149,0.001644026],"study_design_scores_gemma":[0.0000241027,0.00104389,0.05735062,0.00000987885,0.00004692131,0.0000819804,0.0002719507,0.001473129,0.9388199,0.00009636438,0.0007690158,0.00001241743],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994854,0.00005736501,0.0001839852,0.00001369726,0.000004155393,0.000003020968,0.0000464642,0.000005948603,0.000199936],"genre_scores_gemma":[0.9990012,0.00004981326,0.0002380509,0.00001191869,0.000001596668,0.000004042151,0.00009784927,0.0000046361,0.0005909663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002446424,"threshold_uncertainty_score":0.004864335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516881452008064,"score_gpt":0.2073695732028513,"score_spread":0.1822007586827706,"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."}}