{"id":"W4391790614","doi":"10.2139/ssrn.4725035","title":"Livestock Grazing Decreased Microbial Diversity and Shifted Microbial Community Structure: A Meta-Analysis","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Grazing; Livestock; Diversity (politics); Community structure; Microbial population biology; Meta-analysis; Cattle grazing; Ecology; Biology; Bacteria; Sociology; Medicine","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":[0.006640163,0.003054504,0.005491355,0.001778083,0.0009448648,0.002741192,0.00160833,0.001519286,0.004167309],"category_scores_gemma":[0.008820776,0.001348928,0.01757216,0.002144199,0.0006712433,0.001329247,0.001990614,0.001864356,0.0004870512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006334749,"about_ca_system_score_gemma":0.001049934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004789861,"about_ca_topic_score_gemma":0.005219638,"domain_scores_codex":[0.995119,0.002776024,0.0002715041,0.001274104,0.000211495,0.0003478325],"domain_scores_gemma":[0.9924901,0.005347787,0.0005328361,0.000943689,0.0003433714,0.0003421601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01188389,0.0005036367,0.1277068,0.00567643,0.8024155,0.0005448505,0.0004895169,0.007797325,0.02230766,0.0003435765,0.0007054811,0.01962527],"study_design_scores_gemma":[0.001227801,0.003288157,0.220677,0.0009226971,0.7356142,0.0007305078,0.0008475111,0.028313,0.004538661,0.001404521,0.002203868,0.0002320429],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938969,0.03581043,0.02124323,0.000443851,0.0003705808,0.0001094813,0.002343707,0.0002535484,0.000456103],"genre_scores_gemma":[0.990475,0.001929477,0.005939058,0.0001919505,0.00006104152,0.00009785472,0.0008834225,0.00009315694,0.0003290496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006640163,"threshold_uncertainty_score":0.03511697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04248318377694264,"score_gpt":0.2480559323619706,"score_spread":0.2055727485850279,"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."}}