{"id":"W4229443147","doi":"10.1007/s13146-022-00781-6","title":"Assessment of groundwater mineralization processes in the Garâat Douza-Tebeddit shallow aquifer, Southwestern Tunisia: an integrated geoelectrical and hydrochemical approach","year":2022,"lang":"en","type":"article","venue":"Carbonates and Evaporites","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Aquifer; Geology; Groundwater recharge; Groundwater; Halite; Mineralization (soil science); Water table; Geochemistry; Gypsum; Anhydrite; Hydrology (agriculture); Structural basin; Soil science; Geomorphology; Soil water; 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":[],"consensus_categories":[],"category_scores_codex":[0.000358151,0.0001638531,0.0002110308,0.00007386735,0.0001486398,0.0001114801,0.0002127424,0.00005967707,0.0001464349],"category_scores_gemma":[0.00001702078,0.0001088054,0.00002440527,0.0003273541,0.0001092772,0.0001699435,0.00003876986,0.0002373086,2.60526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007870202,"about_ca_system_score_gemma":0.00005344839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00214198,"about_ca_topic_score_gemma":0.00042195,"domain_scores_codex":[0.9987789,0.0001144502,0.0002432875,0.0003293871,0.0002877492,0.0002462523],"domain_scores_gemma":[0.9995919,0.00009805902,0.00006189731,0.000134498,0.00004458143,0.00006907702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003818669,0.0001527721,0.9938519,0.0001613866,0.00001643804,0.00001291342,0.001712974,0.0004217731,0.001785059,0.00003976879,0.00003301668,0.001773839],"study_design_scores_gemma":[0.00134305,0.001051995,0.7783875,0.00003624399,0.00008538421,0.0003683443,0.008032992,0.2056298,0.0007047668,0.001533193,0.00219438,0.0006322623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973229,0.001301333,0.00004700206,0.00009170212,0.00003681484,0.0001696057,0.0000416702,0.00001636765,0.0009726302],"genre_scores_gemma":[0.9981908,0.00009133001,0.0002344855,0.0001067493,0.00004701509,0.00001666029,0.001230974,0.000004914137,0.00007707859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2154643,"threshold_uncertainty_score":0.4436957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154030932384929,"score_gpt":0.2194986913606549,"score_spread":0.2079583820368056,"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."}}