{"id":"W2042541000","doi":"10.3390/ani4040670","title":"Off-Stream Watering Systems and Partial Barriers as a Strategy to Maximize Cattle Production and Minimize Time Spent in the Riparian Area","year":2014,"lang":"en","type":"article","venue":"Animals","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Agriculture and Agri-Food Canada; Ducks Unlimited Canada","funders":"University of Manitoba; Manitoba Rural Adaptation Council","keywords":"Riparian zone; Pasture; Grazing; Animal science; Environmental science; Cattle grazing; Riparian buffer; STREAMS; Livestock; Hydrology (agriculture); Geography; Ecology; Biology; Habitat; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003046898,0.0001110718,0.000139258,0.000007559197,0.0001073494,0.0001107159,0.0001038817,0.00004521696,0.00007404402],"category_scores_gemma":[0.00009155241,0.00004100233,0.00001626351,0.00006111168,0.00005757449,0.00008299521,0.00005526112,0.00005403612,0.00003687626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000128122,"about_ca_system_score_gemma":0.000001465385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000782109,"about_ca_topic_score_gemma":0.0001601717,"domain_scores_codex":[0.9991382,0.0001387975,0.0001296072,0.0002793445,0.0001209883,0.0001930509],"domain_scores_gemma":[0.9996992,0.00009530938,0.0000397293,0.00005384613,0.000004793378,0.0001070683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002532868,0.0001045914,0.04353987,0.00002879734,0.00002184682,0.00001028946,0.0008994917,0.000293308,0.9327718,0.0003208742,0.0007134927,0.02104235],"study_design_scores_gemma":[0.0003102949,0.00228381,0.9748439,0.0001099598,0.00002542658,0.00006145201,0.001924195,0.0003042264,0.01434274,0.0001990917,0.005239996,0.000354898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997886,0.000138286,3.205206e-7,0.0009961096,0.00004059893,0.0004196822,0.000007861324,0.00001399315,0.0004971256],"genre_scores_gemma":[0.9995552,0.00002325482,0.00001943952,0.00007571819,0.0001216742,0.00004427797,0.000005501078,0.000001103656,0.0001537918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.931304,"threshold_uncertainty_score":0.1672027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433060776622841,"score_gpt":0.2105982883006947,"score_spread":0.1962676805344663,"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."}}