{"id":"W7070686923","doi":"","title":"Pleistocene to Holocene Evolution and Connectivity of Groundwater Flow Systems Using Multi-Tracer Approaches","year":2023,"lang":"en","type":"article","venue":"UA Campus Repository (The University of Arizona)","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquifer; Groundwater; Groundwater recharge; Water table; Depression-focused recharge; Hydrology (agriculture); Groundwater flow; Holocene; Pleistocene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002424474,0.000112265,0.0001996931,0.00008218642,0.0003376199,0.00002293401,0.0001875945,0.00008422756,0.00001936114],"category_scores_gemma":[0.00001174611,0.00009648029,0.00005787548,0.0002107546,0.0002416981,0.0001542067,0.00005292971,0.00009385721,0.00001250236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002335061,"about_ca_system_score_gemma":0.00004480773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01358793,"about_ca_topic_score_gemma":0.000370098,"domain_scores_codex":[0.9991454,0.00009207136,0.0001279673,0.0002503082,0.000190148,0.0001940488],"domain_scores_gemma":[0.9994664,0.00006845724,0.0001013037,0.0002160497,0.00006175555,0.0000860747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003352225,0.00009436512,0.8900273,0.000374863,0.0001643293,0.0000713578,0.003828436,0.07966686,0.02065327,0.00003958863,0.0002601342,0.004484222],"study_design_scores_gemma":[0.0003622303,0.0001357552,0.8411811,0.00004437433,0.00005726588,0.00007263622,0.00292207,0.1519058,0.002868181,0.00001925856,0.0002669579,0.0001643002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954458,0.0001477347,0.003192457,0.00003980381,0.000243058,0.0002081203,0.00002525756,0.00003528839,0.0006624827],"genre_scores_gemma":[0.9982991,0.000004052162,0.0007082736,0.000003366728,0.00004055724,1.164177e-7,0.00002170962,0.000003204494,0.0009196044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.072239,"threshold_uncertainty_score":0.9929807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618984134664932,"score_gpt":0.1846342818819267,"score_spread":0.1584444405352774,"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."}}