{"id":"W2805736499","doi":"10.3389/fenvs.2018.00050","title":"Alternative Management Practices Improve Soil Health Indices in Intensive Vegetable Cropping Systems: A Review","year":2018,"lang":"en","type":"review","venue":"Frontiers in Environmental Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Soil health; Cropping; Tillage; Cover crop; Environmental science; Sustainable agriculture; Agriculture; Agroforestry; Sustainability; Soil management; Crop rotation; Cropping system; No-till farming; Soil carbon; Soil fertility; Agronomy; Soil organic matter; Soil water; Biology; Ecology; Soil science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057847,0.0004312219,0.001276506,0.0001571524,0.0002175539,0.0001342628,0.001222367,0.0001318487,0.00002293001],"category_scores_gemma":[0.0001121164,0.0001979488,0.0001785816,0.001245863,0.0006982509,0.0004807708,0.0005807616,0.0004289577,0.00004359855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682364,"about_ca_system_score_gemma":0.00007486645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322112,"about_ca_topic_score_gemma":0.0004635384,"domain_scores_codex":[0.9961587,0.000354573,0.0008406088,0.001122305,0.0007393226,0.0007845144],"domain_scores_gemma":[0.9979182,0.00008236581,0.001598018,0.0001924915,0.00001707479,0.0001918598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008077516,0.0001518806,0.001238516,0.007795865,0.00005530954,0.00006243176,0.0001559349,0.00000607748,0.00001706289,0.00002288497,0.0006165393,0.9898694],"study_design_scores_gemma":[0.0002821723,0.0004588636,0.002328101,0.07040578,0.0001990871,0.00006530467,0.003775214,0.001917821,0.000006279118,0.0001096129,0.9192227,0.00122907],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003320604,0.992786,0.000004493128,0.00009028636,0.001337772,0.001809305,0.00006885358,0.00001927097,0.0005634213],"genre_scores_gemma":[0.0007365918,0.9979364,0.0002690248,0.0004892976,0.0001201996,0.0002330717,0.00006484352,0.000004251745,0.0001463524],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9886404,"threshold_uncertainty_score":0.8072119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928199784789884,"score_gpt":0.2872939322484718,"score_spread":0.2580119344005729,"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."}}