{"id":"W6889718503","doi":"10.25946/14274524","title":"Offstream watering points for cattle as a method for riparian restoration","year":2021,"lang":"en","type":"dissertation","venue":"Central Queensland University","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Riparian zone; Grazing; Agriculture; Wetland; Habitat; Ecosystem; Ecosystem services; Land use; Floodplain; Aquatic ecosystem","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009612941,0.000171866,0.0002013819,0.00003795612,0.0002317517,0.00003379327,0.0001568272,0.0002007252,0.0000628619],"category_scores_gemma":[0.00002599231,0.0001786936,0.0001431648,0.00008755299,0.00002061738,0.0001400852,0.00003682533,0.0000891331,0.00001508614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003129233,"about_ca_system_score_gemma":0.00004365474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549825,"about_ca_topic_score_gemma":0.001712725,"domain_scores_codex":[0.9990078,0.00004290294,0.0001177953,0.0003863576,0.000123854,0.0003213071],"domain_scores_gemma":[0.9995555,0.00004721613,0.0001015029,0.0001548523,0.00002887031,0.0001120908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01615174,0.002064355,0.6616058,0.003049922,0.001273235,0.0003421008,0.04379623,0.00516143,0.005389547,0.01511262,0.1280249,0.1180281],"study_design_scores_gemma":[0.008389646,0.0006884015,0.2628804,0.0003866054,0.001176511,0.00002127803,0.009464417,0.0154091,0.01486438,0.02204673,0.6622791,0.002393452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752461,0.0000187747,0.01562632,0.0002673357,0.001251003,0.0008416914,0.0003308493,0.00005819511,0.006359707],"genre_scores_gemma":[0.5378718,0.000383957,0.1140038,0.000368039,0.0009286312,0.00005285663,0.06378291,0.0002378474,0.2823701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5342542,"threshold_uncertainty_score":0.7286913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008187806777872987,"score_gpt":0.2325772998294442,"score_spread":0.2243894930515712,"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."}}