{"id":"W2015548793","doi":"10.1190/1.1444743","title":"Reconstruction of 1-D conductivity from dual-loop EM data","year":2000,"lang":"en","type":"article","venue":"Geophysics","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada); University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Inversion (geology); Synthetic data; Electromagnetic coil; Algorithm; Geology; Perpendicular; Inverse problem; Computer science; Geometry; Mathematics; Mathematical analysis; Physics; Seismology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001298931,0.0001146467,0.0002350299,0.00001841932,0.00007140626,0.00002157189,0.0002640458,0.00005889318,0.005390286],"category_scores_gemma":[0.00003912373,0.0000950125,0.00005093755,0.0003432768,0.00008918839,0.0003584065,0.0000187892,0.0001589181,0.0007379092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001371155,"about_ca_system_score_gemma":0.00003048426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005725873,"about_ca_topic_score_gemma":0.0002706591,"domain_scores_codex":[0.9989383,0.0001184417,0.0001868223,0.0003393363,0.0001992779,0.0002177926],"domain_scores_gemma":[0.999043,0.0002495353,0.00007051069,0.0005193101,0.00003083223,0.00008679295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003136894,0.00003296918,0.002753743,0.000004642172,0.0000192009,0.000001791685,0.00004231838,0.00009953355,0.0003865536,0.00003042829,0.0001398342,0.9964576],"study_design_scores_gemma":[0.0003694325,0.0002097224,0.8828253,0.00001722079,0.00006333016,0.000007508546,0.00007292833,0.01608313,0.002929237,0.09417259,0.002931623,0.0003179853],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948706,0.0001075176,0.0001100691,0.00006579594,0.000248546,0.00007092812,0.0005694526,0.00003224152,0.00392486],"genre_scores_gemma":[0.9946842,0.0000377763,0.003877973,0.00007719385,0.0003604624,3.483144e-7,0.0004275003,0.00000279472,0.0005317901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9961396,"threshold_uncertainty_score":0.9955189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03962330368511136,"score_gpt":0.2494201443909579,"score_spread":0.2097968407058466,"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."}}