{"id":"W4415137274","doi":"10.1016/j.geothermics.2025.103506","title":"Updated 3D resistivity model of the Tres Vírgenes geothermal field (Mexico) from magnetotelluric data: Implications for geothermal exploration and development","year":2025,"lang":"en","type":"article","venue":"Geothermics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Fundación para el futuro de Colombia","keywords":"Magnetotellurics; Geothermal gradient; Geothermal exploration; Field (mathematics); Geothermal energy","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":[0.0002426671,0.0001290587,0.000179208,0.00004022857,0.0002194049,0.00003077055,0.0003933471,0.00008331616,0.00008742208],"category_scores_gemma":[0.0001132322,0.00008968641,0.0000343621,0.0002150083,0.00007056961,0.0001580287,0.00005960725,0.00008635464,0.000004415599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004359245,"about_ca_system_score_gemma":0.0001391261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232937,"about_ca_topic_score_gemma":0.001899706,"domain_scores_codex":[0.9990329,0.00008192071,0.0002464378,0.0003146481,0.0001143921,0.0002096582],"domain_scores_gemma":[0.9990446,0.0003391319,0.00008506987,0.0004269791,0.00006082418,0.000043382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001015255,0.00004504898,0.007829282,0.00002351405,0.00003818964,7.302641e-8,0.0001015409,0.02489944,0.00115911,0.0002702503,0.000317403,0.9652146],"study_design_scores_gemma":[0.0003321742,0.00004792575,0.4664435,0.00001858764,0.0000472926,2.965674e-7,0.00002452849,0.5022898,0.004113693,0.02072547,0.005777623,0.0001791089],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7563441,0.0006674125,0.2373495,0.003439189,0.0001678862,0.0005471432,0.0009040056,0.00004186423,0.0005389363],"genre_scores_gemma":[0.9705442,0.00007765047,0.02692994,0.0009507081,0.00007649098,0.000015859,0.0002995721,0.000007552434,0.001098027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9650355,"threshold_uncertainty_score":0.3657306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05362992775530036,"score_gpt":0.2732785223707725,"score_spread":0.2196485946154721,"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."}}