{"id":"W4415943058","doi":"10.1016/j.envsoft.2025.106763","title":"Transitional fresh-saltwater assessment in the integrated surface-groundwater hydrology of the regulated La Paz tidal watershed in Mexico","year":2025,"lang":"en","type":"article","venue":"Environmental Modelling & Software","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Universidad de Guanajuato; China Scholarship Council; Consejo Nacional de Ciencia y Tecnología","keywords":"Groundwater recharge; Hydrology (agriculture); Watershed; Groundwater; Arid; Saltwater intrusion; Water resources; Seawater; Resource (disambiguation)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002804053,0.0001366695,0.0002086977,0.0005401382,0.0004539934,0.001071487,0.0003948418,0.0003324353,0.0006941913],"category_scores_gemma":[0.0005879587,0.0001088791,0.0002569802,0.0006400717,0.0002939123,0.0005119296,0.0005903392,0.0002292276,0.0000497123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002477933,"about_ca_system_score_gemma":0.001877912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3780771,"about_ca_topic_score_gemma":0.5780634,"domain_scores_codex":[0.9999133,0.00001551474,0.000005789479,0.00002974616,0.00001239224,0.00002312082],"domain_scores_gemma":[0.999844,0.00002896936,0.00003820347,0.00001133797,0.00005062291,0.00002681452],"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":[0.0002238193,0.0001366414,0.9507941,0.00004770744,0.0001023259,0.0002598336,0.0009829627,0.02339857,0.002466068,0.001468142,0.0006985104,0.01942132],"study_design_scores_gemma":[0.0000252918,0.00004530639,0.9416764,0.00002467846,0.0000777414,0.00001927831,0.001957067,0.05335297,0.0007419431,0.0002427289,0.001824388,0.00001215084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986069,0.00003642974,0.0003456072,0.0000765984,0.000002029279,0.000007320493,0.0003289704,0.00002068105,0.000575514],"genre_scores_gemma":[0.9986455,0.00004759703,0.0005713066,0.00000781995,0.000001604289,0.000008006441,0.0003098911,0.000003696417,0.0004046556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3780771,"threshold_uncertainty_score":0.7517529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005610120936049428,"score_gpt":0.1999717081358262,"score_spread":0.1943615871997767,"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."}}