{"id":"W4390065913","doi":"10.1190/geo2022-0452.1","title":"Trial-and-error modeling of ground-airborne electromagnetic data in the Yishu Faulting Basin, China","year":2023,"lang":"en","type":"article","venue":"Geophysics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Magnetotellurics; Geothermal gradient; Geology; Inversion (geology); Seismology; Remote sensing; Geophysics; Electrical resistivity and conductivity; Tectonics; 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":[0.001000104,0.000146932,0.0002863525,0.00006927433,0.000118537,0.00004728141,0.0006058094,0.00005381521,0.00003535687],"category_scores_gemma":[0.0002939797,0.00009824509,0.00004803142,0.001482337,0.00005672531,0.000196008,0.00006438461,0.0002872889,0.00007858847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001656197,"about_ca_system_score_gemma":0.0000382938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007521092,"about_ca_topic_score_gemma":0.0002450879,"domain_scores_codex":[0.9982947,0.0002701972,0.0003020254,0.0003603753,0.0003395852,0.000433188],"domain_scores_gemma":[0.9987426,0.0006098183,0.0000788097,0.0004866261,0.0000254169,0.00005672365],"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":[0.001355193,0.0001954528,0.002414772,0.0001288936,0.00004065427,0.0000282881,0.001485364,0.01089805,0.0003079333,0.001005231,0.0002622008,0.981878],"study_design_scores_gemma":[0.001812221,0.0005114875,0.2877203,0.00001494546,0.00002710361,0.000002285141,0.0001678553,0.6789445,0.00001170882,0.03050768,0.0001253838,0.0001545574],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977296,0.0001770369,0.0002160599,0.0006149297,0.0001148551,0.0002832481,0.00004148668,0.00003908511,0.0007837151],"genre_scores_gemma":[0.9984895,0.00007288778,0.000845903,0.0001252569,0.0002159717,0.000003118498,0.0001834264,0.000004552513,0.00005938152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9817234,"threshold_uncertainty_score":0.9990879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05505593302227149,"score_gpt":0.2853542885927608,"score_spread":0.2302983555704893,"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."}}