{"id":"W4404123846","doi":"10.1144/qjegh2024-163","title":"A note on the analysis of groundwater travel times for injection–abstraction doublets","year":2024,"lang":"en","type":"article","venue":"Quarterly Journal of Engineering Geology and Hydrogeology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Abstraction; Groundwater; Geology; Hydrology (agriculture); Geotechnical engineering; Philosophy","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":[0.0005765421,0.0001489369,0.0003804192,0.000739111,0.00003398516,0.0000197412,0.000100179,0.0001658917,0.00004901093],"category_scores_gemma":[0.00004132375,0.0001092572,0.0002018705,0.0003201476,0.00005179262,0.0001037487,0.000004018151,0.0003190328,0.000001875652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002211871,"about_ca_system_score_gemma":0.00001198655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006956751,"about_ca_topic_score_gemma":0.000004510978,"domain_scores_codex":[0.9991437,0.00003612547,0.0004381772,0.00011052,0.0000819882,0.0001895067],"domain_scores_gemma":[0.9987629,0.0009475952,0.0000580591,0.0001186848,0.00006547619,0.00004724937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003784986,0.00001169941,0.0001054507,0.00008629273,0.001097558,0.000008664008,0.0005932522,0.9889742,0.002335452,0.004890095,0.00007281518,0.001786659],"study_design_scores_gemma":[0.0002748446,0.0006627984,0.003295332,0.00003165862,0.0004107342,0.0001554554,0.00004587153,0.9917715,0.0008909673,0.0009993425,0.001348237,0.0001132996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6609586,0.0006584584,0.3371965,0.0002594529,0.0007427062,0.00006561067,0.000002928281,0.00004566453,0.00007002685],"genre_scores_gemma":[0.9975829,0.00003402148,0.002143635,0.00001190703,0.00013787,0.000009489981,0.000003933302,0.00001917273,0.00005710679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3366242,"threshold_uncertainty_score":0.4455377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121190851175806,"score_gpt":0.2594184965343111,"score_spread":0.2482065880225531,"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."}}