{"id":"W4403061831","doi":"10.2139/ssrn.4974502","title":"The Soil Microbial Impacts of Integrating Perennial Forage Seed Crops in Annual Cropping Sequences","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Agronomic Practices and Intercropping Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge; Agriculture and Agri-Food Canada","funders":"","keywords":"Perennial plant; Cropping; Forage; Agronomy; Agroforestry; Environmental science; Biology; Agriculture; Ecology","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":[0.000340971,0.0002241337,0.0001583625,0.000242447,0.0001924325,0.0005852334,0.0001847197,0.0002920478,0.001259926],"category_scores_gemma":[0.0007945165,0.000100019,0.0001561785,0.0003227102,0.0002044621,0.0003633174,0.0004624642,0.0001749871,0.0001457598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006072402,"about_ca_system_score_gemma":0.0004638327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006049021,"about_ca_topic_score_gemma":0.01316441,"domain_scores_codex":[0.9998569,0.00003067598,0.000008554344,0.00004683312,0.00001879008,0.00003814913],"domain_scores_gemma":[0.999488,0.0001627502,0.0001000996,0.00003167549,0.00009588734,0.0001215485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002670321,0.0004562997,0.2942939,0.0002253245,0.0002308753,0.0002689619,0.0003795907,0.01224478,0.6396505,0.0009303002,0.0001902262,0.04845887],"study_design_scores_gemma":[0.00002738729,0.001193109,0.9561511,0.00001619532,0.0001111965,0.0001267791,0.0008466937,0.01771952,0.02238412,0.0007756401,0.0006357077,0.00001252973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996542,0.00003347725,0.0001001525,0.000004815879,7.966144e-7,0.00000113674,0.00004001696,0.000001360529,0.00016409],"genre_scores_gemma":[0.9993999,0.00004980141,0.0002436339,0.000005699892,8.543615e-7,0.000002409866,0.0001143667,0.000001806997,0.0001815581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006049021,"threshold_uncertainty_score":0.01202762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168595548306357,"score_gpt":0.2469148951667686,"score_spread":0.2352289396837051,"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."}}