{"id":"W4392590476","doi":"10.1007/s10040-024-02779-x","title":"Comment on “Applying a science-forward approach to groundwater regulatory design”: Paper published in Hydrogeology Journal (2023) 31:853–871, by Deborah Curran, Tom Gleeson and Xander Huggins","year":2024,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of British Columbia; Simon Fraser University; University of Victoria","funders":"","keywords":"Hydrogeology; Water resource management; Humanities; Geology; Environmental science; Philosophy; Geotechnical engineering","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":[0.0226356,0.002323875,0.002936033,0.002390175,0.01142249,0.01015693,0.009132983,0.1645985,0.01202396],"category_scores_gemma":[0.1029088,0.002568486,0.004527507,0.003234848,0.01411507,0.01115597,0.006548264,0.09950531,0.01239013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01141411,"about_ca_system_score_gemma":0.02384561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09763969,"about_ca_topic_score_gemma":0.09099578,"domain_scores_codex":[0.9757824,0.00391701,0.003661987,0.005247728,0.00827362,0.003117289],"domain_scores_gemma":[0.9271691,0.04105856,0.004355171,0.002443601,0.02018989,0.004783588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004306163,0.00001655257,0.0001381684,0.00006025457,0.00001804389,0.0001249412,0.0001922231,0.00007830817,0.0001648769,0.003870935,0.993921,0.001371643],"study_design_scores_gemma":[0.0002340764,0.0000733288,0.00242445,0.000548683,0.0001142495,0.000170029,0.0009436104,0.0005696705,0.0009424026,0.01705016,0.9766929,0.0002365115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000167024,0.0004723861,0.0001974053,0.9681239,0.02929712,0.00001956295,0.0001237236,0.00004830733,0.001550479],"genre_scores_gemma":[0.0006678778,0.0001876283,0.0001790179,0.9862484,0.01026175,0.00003886531,0.00002259607,0.00001674269,0.002377216],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1645985,"threshold_uncertainty_score":0.1941427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401975199592139,"score_gpt":0.2353170833284233,"score_spread":0.2212973313325019,"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."}}