{"id":"W4392291262","doi":"10.18280/ijdne.190126","title":"Saline Intrusion in Puerto Vallarta's Freshwater Sources: Hydrogeophysical Analysis in a Mexican Coastal City","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Geological and Tectonic Studies in Latin America","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Guadalajara","keywords":"Intrusion; Environmental science; Saltwater intrusion; Hydrology (agriculture); Geography; Geology; Groundwater; Aquifer; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004446612,0.0001235882,0.0002852694,0.0004683993,0.00002814379,0.00007496805,0.000248853,0.0001245744,0.0007326794],"category_scores_gemma":[0.0001092385,0.00008236209,0.0001286248,0.0005393344,0.00009322906,0.0001494571,0.00004062191,0.0006454531,0.000004967292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001742643,"about_ca_system_score_gemma":0.00003671977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005314777,"about_ca_topic_score_gemma":0.007516085,"domain_scores_codex":[0.9988182,0.00008633925,0.000393076,0.0001835556,0.0003438545,0.0001749543],"domain_scores_gemma":[0.9992842,0.0004270884,0.0001005843,0.00005254076,0.00006927291,0.00006631733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006897217,0.0001598943,0.8155563,0.00001864248,0.001188015,0.002255391,0.0007565591,0.07562614,0.0001269253,0.0005608883,0.0001787808,0.1028827],"study_design_scores_gemma":[0.0004562911,0.0002598394,0.3895904,0.00008725097,0.0001001402,0.000133268,0.0001369367,0.5988411,0.00002201079,0.008754512,0.00144321,0.0001750365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915593,0.001941577,0.003720627,0.001504447,0.0005466699,0.00005667938,0.00005690502,0.00001058421,0.0006032446],"genre_scores_gemma":[0.9963871,0.0006158019,0.002554431,0.0002172087,0.0001645585,3.706737e-7,0.0000345026,0.000002445953,0.00002362355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5232149,"threshold_uncertainty_score":0.8022326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008413076385010014,"score_gpt":0.2368799369213903,"score_spread":0.2284668605363803,"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."}}