{"id":"W2959677298","doi":"10.1016/j.apsoil.2019.06.012","title":"Relationships between field management, soil health, and microbial community composition","year":2019,"lang":"en","type":"article","venue":"Applied Soil Ecology","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Dalhousie University","funders":"","keywords":"Soil health; Agronomy; Tillage; Soil water; Environmental science; Manure; Soil texture; Soil test; Crop rotation; Soil biodiversity; Soil management; Soil organic matter; Soil science; Biology; Crop","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003564458,0.00009884225,0.0001842929,0.00001580762,0.000411295,0.00002286532,0.0001399307,0.0001599207,0.000066486],"category_scores_gemma":[0.000004892446,0.00005332715,0.00003356604,0.000118531,0.00004590393,0.00002974183,0.000121481,0.00038417,0.0001000436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000331968,"about_ca_system_score_gemma":0.000006359536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004393684,"about_ca_topic_score_gemma":0.005277224,"domain_scores_codex":[0.9991593,0.0002150418,0.0001750991,0.0001672685,0.00005822592,0.0002250528],"domain_scores_gemma":[0.9992476,0.0004887894,0.00007922142,0.00007337807,0.00001356007,0.00009741964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002005572,0.0002940785,0.8301024,0.0001195281,0.0001467523,0.0000034343,0.001067634,0.00003707407,0.0261251,0.02546149,0.002662917,0.113779],"study_design_scores_gemma":[0.0007129955,0.0005268544,0.9878194,0.00001063145,0.00002652888,0.000009918554,0.002059825,0.0001705134,0.0007947998,0.005167019,0.002415922,0.0002856087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889533,0.00001711055,0.00000790475,0.001648933,0.00008816947,0.0002587851,0.00001219436,0.00006164306,0.008951942],"genre_scores_gemma":[0.9975758,0.00003026348,0.00007403804,0.001836935,0.00006546877,0.00001581259,0.0002686432,0.000001189366,0.0001318591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1577169,"threshold_uncertainty_score":0.316339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124411451250961,"score_gpt":0.2224531513944466,"score_spread":0.201209036881937,"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."}}