{"id":"W4385408972","doi":"10.3389/frwa.2023.1243114","title":"Editorial: Advances and emerging methods in tracer hydrogeology","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Water","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Hydrogeology; TRACER; Environmental science; Volume (thermodynamics); Hydrology (agriculture); Engineering; Physics; Geotechnical engineering; Nuclear physics","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":[0.007160887,0.004914377,0.003752175,0.004698169,0.002960392,0.006587334,0.0035025,0.01159975,0.02622478],"category_scores_gemma":[0.02142183,0.001165579,0.003183733,0.001546467,0.002026074,0.004063247,0.001528017,0.0128639,0.02056288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002463108,"about_ca_system_score_gemma":0.002582767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293621,"about_ca_topic_score_gemma":0.004391957,"domain_scores_codex":[0.9956535,0.0006783468,0.0005205778,0.0006186349,0.002232156,0.000296762],"domain_scores_gemma":[0.9806207,0.006168959,0.001111687,0.0005554367,0.008521335,0.003021874],"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":[0.0000421112,0.000009035167,0.00001567456,0.0001231261,0.00001085943,0.00005598355,0.000004632358,0.00002221872,0.00006034435,0.000159562,0.9959964,0.003500152],"study_design_scores_gemma":[0.00009029979,0.0000335825,0.0002487481,0.000314645,0.0000465484,0.0002031807,0.00002767487,0.0002293401,0.0001873214,0.001468759,0.9971295,0.00002037342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002428831,0.002585667,0.0001639937,0.01407631,0.9818987,0.0000181843,0.00007496496,0.00006593834,0.001092001],"genre_scores_gemma":[0.000378202,0.002592626,0.0001502426,0.01018357,0.9771842,0.00002209016,0.00005824253,0.00005399792,0.009376682],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02622478,"threshold_uncertainty_score":0.08773059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005867913374969676,"score_gpt":0.2837150937041115,"score_spread":0.2778471803291418,"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."}}