{"id":"W4365148857","doi":"10.1007/s10040-023-02625-6","title":"Applying a science-forward approach to groundwater regulatory design","year":2023,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan; University of Victoria","funders":"","keywords":"Jurisdiction; Groundwater; Sustainability; Environmental planning; Hydrogeology; Corporate governance; Geography; Environmental resource management; Political science; Environmental science; Business; Engineering; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001932619,0.0001494531,0.0001806469,0.0002814351,0.001000507,0.0001018432,0.0004865566,0.00005776971,0.0003461274],"category_scores_gemma":[0.00004501977,0.0001190233,0.0000628858,0.0009630984,0.0005877581,0.0003836617,0.0004797687,0.0002032206,0.00301978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156403,"about_ca_system_score_gemma":0.00003184794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001940424,"about_ca_topic_score_gemma":0.000004196586,"domain_scores_codex":[0.9980556,0.00009784863,0.0002592517,0.0003631514,0.0005593252,0.0006647917],"domain_scores_gemma":[0.9994174,0.00003667651,0.00007001175,0.0002058636,0.00002744126,0.0002426637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001869616,0.0005577157,0.3932357,0.00002334642,0.0002478637,0.0004100117,0.01855011,0.06346686,0.1130949,0.002617148,0.1234685,0.2841409],"study_design_scores_gemma":[0.002547706,0.0008164763,0.5978729,0.00003827606,0.0001222907,0.004439575,0.004418051,0.02562647,0.01828694,0.009831611,0.334276,0.001723753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617076,0.00002239864,0.1303055,0.0005697906,0.0003744005,0.0003459332,3.364075e-7,0.0001053903,0.006568641],"genre_scores_gemma":[0.9892141,0.000008345648,0.004300504,0.000653686,0.00009447848,0.0001670319,0.000001146589,0.00001378918,0.005546884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2824172,"threshold_uncertainty_score":0.9977565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724602966134949,"score_gpt":0.2429692183208834,"score_spread":0.2157231886595339,"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."}}