{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001038553,0.0002621215,0.0004889531,0.0002028667,0.00006938344,0.00003217109,0.0002296804,0.000492278,0.00008350642],"category_scores_gemma":[0.0001623865,0.0002004051,0.00004561541,0.0001694189,0.0002119878,0.0002586999,0.0003768305,0.0005275818,0.00007970108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261527,"about_ca_system_score_gemma":0.000007441542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004519997,"about_ca_topic_score_gemma":0.0007396269,"domain_scores_codex":[0.9979339,0.0002303386,0.000371289,0.000573243,0.0003923293,0.0004989253],"domain_scores_gemma":[0.9995171,0.0001980009,0.00006000249,0.0001693686,0.00001095674,0.00004452983],"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":[0.00002102041,0.00001309654,0.009598036,0.00002955502,0.00001447927,0.00001195562,0.001444127,0.00004072872,0.00005912862,2.502445e-7,0.9600718,0.02869583],"study_design_scores_gemma":[0.0004535659,0.00002527925,0.0003993564,0.00002355372,0.00001466906,1.823808e-7,0.000294665,0.00007384791,0.0001540672,0.000704435,0.9975943,0.0002620704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008332598,0.0007577286,0.002817938,0.0001578586,0.9949518,0.0001551038,0.000006721021,0.00003882219,0.0002806965],"genre_scores_gemma":[0.0001181903,0.00150814,0.007655198,0.00001989069,0.9800892,0.000174378,0.00008027863,0.00005561599,0.01029912],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03752251,"threshold_uncertainty_score":0.8172283,"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."}}