{"id":"W4386121946","doi":"10.1186/s13750-023-00310-5","title":"Are greenhouse gas fluxes lower from ley or perennial fallow than from arable organic soils? A systematic review protocol","year":2023,"lang":"en","type":"review","venue":"Environmental Evidence","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Svenska Forskningsrådet Formas; Jordbruksverket","keywords":"Arable land; Environmental science; Perennial plant; Soil water; Greenhouse gas; Deforestation (computer science); Agroforestry; Forestry; Agriculture; Agronomy; Geography; Soil science; Ecology; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006917971,0.001322872,0.004311036,0.00008729006,0.0003267369,0.0001261181,0.002002273,0.0006071277,0.02738308],"category_scores_gemma":[0.0005635419,0.0008997499,0.0008604594,0.0004595788,0.0003992894,0.0006157915,0.001577653,0.0008370657,0.0299178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247041,"about_ca_system_score_gemma":0.00009497054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057744,"about_ca_topic_score_gemma":0.002808276,"domain_scores_codex":[0.9929728,0.0009495711,0.001939103,0.001983025,0.001169948,0.0009855758],"domain_scores_gemma":[0.9945186,0.001149879,0.001996678,0.001897391,0.000003551692,0.0004338974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002173267,0.001457575,0.00684262,0.9395847,0.001387086,0.003177617,0.0003470576,0.00001287075,0.0001028446,8.858731e-7,0.02345278,0.0234166],"study_design_scores_gemma":[0.00071387,0.0005329068,0.001988307,0.8160844,0.004219152,0.0001301549,0.00007831703,0.0000529214,0.000003714509,0.00007688702,0.1739905,0.002128814],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007510319,0.8922644,0.00001616071,0.00007694857,0.0003450629,0.1055309,0.000658454,0.0002577114,0.00009937808],"genre_scores_gemma":[0.00009729224,0.8926514,0.00009378988,0.0003721649,0.000275021,0.1016654,0.0002776413,0.0002168246,0.004350445],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1505377,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0515896323055603,"score_gpt":0.3062469633332156,"score_spread":0.2546573310276553,"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."}}