{"id":"W1975903104","doi":"10.1155/2012/327037","title":"A Fast Interpretation Method for Inverse Modeling of Residual Gravity Anomalies Caused by Simple Geometry","year":2012,"lang":"en","type":"article","venue":"Journal of Geological Research","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Science, Cairo University; Cairo University","keywords":"Residual; Gravity anomaly; Anomaly (physics); Geometry; Inversion (geology); Cylinder; Amplitude; Inverse; Nonlinear system; Interpretation (philosophy); Geology; Mathematical analysis; Free-air gravity anomaly; Mathematics; Inverse problem; Simple (philosophy); Geodesy; Physics; Bouguer anomaly; Optics; Seismology; Algorithm; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006681012,0.0001026331,0.0003770663,0.0002389397,0.0001300361,0.00002749812,0.0003048635,0.0001321764,0.0003928953],"category_scores_gemma":[0.00466116,0.00006439334,0.0001524566,0.0006017266,0.0001443842,0.0002668029,0.00003841226,0.000577386,0.00001317238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001040292,"about_ca_system_score_gemma":0.00006196798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004899483,"about_ca_topic_score_gemma":0.00005209802,"domain_scores_codex":[0.9970223,0.001047838,0.0004861013,0.0001433915,0.0007136927,0.0005866967],"domain_scores_gemma":[0.9950986,0.003771706,0.0001788806,0.0001003899,0.0005382987,0.0003121597],"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":[0.004277268,0.0008326011,0.2481997,0.0002378574,0.0002329982,0.00001836646,0.001132975,0.03984362,0.01032937,0.001083613,0.005881866,0.6879297],"study_design_scores_gemma":[0.001203669,0.006083109,0.2368197,0.0000430938,0.00006751203,0.00003047492,0.0009926019,0.6228281,0.005387105,0.1243027,0.00194111,0.0003008368],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032867,0.0005526928,0.09517661,0.0004291793,0.00008078655,0.0001452075,0.00004297635,0.000004848883,0.000280985],"genre_scores_gemma":[0.9635282,0.00004013974,0.03603797,0.0000689263,0.0002118728,0.000001333073,0.00001526423,0.000002396758,0.00009392279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6876289,"threshold_uncertainty_score":0.558018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1108920994972042,"score_gpt":0.4014524883868048,"score_spread":0.2905603888896006,"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."}}