{"id":"W4285070462","doi":"10.1071/rj21013","title":"Interactions among climate, topography, soil structure and rangeland aboveground net primary production","year":2022,"lang":"en","type":"article","venue":"The Rangeland Journal","topic":"Agroforestry and silvopastoral systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Rangeland; Forb; Primary production; Environmental science; Shrubland; Vegetation (pathology); Precipitation; Elevation (ballistics); Soil texture; Ecosystem; Soil water; Hydrology (agriculture); Ecology; Agroforestry; Grassland; Soil science; Geography; Mathematics; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004964318,0.0001221472,0.0001526659,0.00001859498,0.001976172,0.0001577786,0.0001886993,0.00003490991,0.0005861448],"category_scores_gemma":[0.000009394409,0.00003944995,0.00008340713,0.0002271534,0.00008491533,0.0002376835,0.00009779968,0.0005371668,0.000001834809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003415307,"about_ca_system_score_gemma":0.000006344641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001621831,"about_ca_topic_score_gemma":0.0007932919,"domain_scores_codex":[0.9988641,0.0002704562,0.0002081229,0.0001654668,0.0002474032,0.0002444238],"domain_scores_gemma":[0.9995841,0.00008138105,0.0001643729,0.00005217417,0.00003109452,0.00008692391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006642864,0.0001352098,0.8621667,0.00003177923,0.0001391444,0.00004754246,0.001357026,0.0004860295,0.05489709,0.00009744785,0.01793432,0.06204344],"study_design_scores_gemma":[0.0002666732,0.0002011049,0.9460428,0.00001900574,0.00003722462,0.001934019,0.001309741,0.00003681547,0.00005757827,0.0005778673,0.04936573,0.0001514765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957651,0.0008051097,0.000001966903,0.00181721,0.0009714072,0.0001750821,0.00006132553,0.00002511806,0.0003777049],"genre_scores_gemma":[0.9976739,0.000144802,0.000006083621,0.00009723622,0.001499374,0.0000129516,0.0000365778,0.000001401092,0.0005276466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08387607,"threshold_uncertainty_score":0.9993231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008828886493815403,"score_gpt":0.1891779176698566,"score_spread":0.1803490311760412,"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."}}