{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003582627,0.0004136116,0.000509565,0.0006551516,0.001036929,0.0007043623,0.0006519202,0.0002044635,0.0009326995],"category_scores_gemma":[0.0000865812,0.0003182337,0.0001172598,0.000805437,0.001022415,0.001353403,0.0005212435,0.001093482,0.0002037811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008466844,"about_ca_system_score_gemma":0.0001150117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001320386,"about_ca_topic_score_gemma":0.00006502617,"domain_scores_codex":[0.9960894,0.0003960271,0.0007498196,0.0008138153,0.0008162084,0.001134752],"domain_scores_gemma":[0.9988263,0.0001540681,0.0001547459,0.000298407,0.00005425902,0.0005121994],"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":[0.0007712947,0.002154843,0.2434141,0.00009340122,0.0007219494,0.00123761,0.01982486,0.006876643,0.03542879,0.003955112,0.5296311,0.1558903],"study_design_scores_gemma":[0.005077651,0.002085854,0.05928353,0.0002705077,0.000217795,0.01043542,0.002666446,0.01658485,0.004570823,0.01017784,0.8867083,0.001920991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455481,0.001567918,0.03132156,0.01671644,0.00101304,0.0005962621,0.000003626488,0.00006746013,0.003165658],"genre_scores_gemma":[0.9908149,0.0001425185,0.001430662,0.006002263,0.0001558811,0.0001213705,0.000005222437,0.00003302552,0.001294144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3570772,"threshold_uncertainty_score":0.9999806,"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."}}