{"id":"W4400530168","doi":"10.3389/feart.2024.1432992","title":"Meshfree modelling of magnetotelluric and controlled-source electromagnetic data for conductive earth models with complex geometries","year":2024,"lang":"en","type":"article","venue":"Frontiers in Earth Science","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Magnetotellurics; Geology; Electrical conductor; Geophysics; Earth (classical element); Electromagnetics; Electrical resistivity and conductivity; Engineering physics; Physics; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003917205,0.000544813,0.000450886,0.0004663001,0.0002970335,0.001409241,0.001275572,0.001216429,0.001277787],"category_scores_gemma":[0.001809091,0.0003450224,0.0007031367,0.0003937608,0.0007145369,0.0008878929,0.0008030231,0.0006667224,0.000264752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008260415,"about_ca_system_score_gemma":0.0008597891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009157306,"about_ca_topic_score_gemma":0.007333198,"domain_scores_codex":[0.9997451,0.00006839947,0.00001833005,0.00003876115,0.0001070247,0.00002242658],"domain_scores_gemma":[0.999405,0.0003079576,0.00008298665,0.00007407112,0.0001038405,0.00002605055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001270227,0.000009415457,0.0003937214,0.00001908063,0.000006293515,0.0000593043,0.00005354163,0.9843177,0.001944212,0.009188171,0.0002201929,0.00377563],"study_design_scores_gemma":[0.000002532288,0.000005383351,0.00008125389,0.000002772814,0.000001484226,0.00001082855,0.000007008415,0.9974196,0.0004701549,0.001079321,0.0009160821,0.00000357919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03207263,0.0001183275,0.9624802,0.0001462079,0.00005328302,0.00004048664,0.0001631162,0.0002742876,0.00465141],"genre_scores_gemma":[0.7703928,0.0003802037,0.2190292,0.00009689899,0.00004534618,0.0002036926,0.0007258379,0.0002174971,0.008908423],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009157306,"threshold_uncertainty_score":0.01820803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04868679771004946,"score_gpt":0.2453934500936777,"score_spread":0.1967066523836283,"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."}}