{"id":"W2963320063","doi":"10.1016/j.jde.2018.07.031","title":"On an elastic model arising from volcanology: An analysis of the direct and inverse problem","year":2018,"lang":"en","type":"article","venue":"Journal of Differential Equations","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Università degli Studi di Trieste; Österreichischen Akademie der Wissenschaften; York University; Istituto Nazionale di Alta Matematica \"Francesco Severi\"; New York University","keywords":"Volcanology; Inverse problem; Inverse; Geology; Mathematics; Seismology; Geometry; Mathematical analysis; Volcano","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004037559,0.0001313252,0.000452466,0.0003085243,0.00015228,0.00003942109,0.0002784889,0.0000936541,0.0001377378],"category_scores_gemma":[0.00143107,0.00008593938,0.00017642,0.0004210078,0.0002407589,0.0001968209,0.00006924971,0.0002465548,0.000001085767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005899287,"about_ca_system_score_gemma":0.0000679964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000628704,"about_ca_topic_score_gemma":0.0003169603,"domain_scores_codex":[0.9982857,0.0004444661,0.0006128663,0.000161522,0.0003514186,0.0001440524],"domain_scores_gemma":[0.9974093,0.001091493,0.0007872474,0.0003501511,0.0002480283,0.0001137582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001031585,0.007376122,0.01803909,0.0001774498,0.01376155,0.000008597329,0.03683747,0.09509332,0.3239473,0.4734539,0.0008932112,0.02938041],"study_design_scores_gemma":[0.0003153196,0.0003143073,0.001922847,0.00005475359,0.002203286,8.591351e-7,0.0001288444,0.5573763,0.0015961,0.4360012,0.000002456791,0.00008370946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5703517,0.00000390432,0.4291952,0.00005556533,0.0001463107,0.00006603554,0.00002065463,0.000007524364,0.0001531212],"genre_scores_gemma":[0.8697661,0.000003177489,0.1300479,0.00004162419,0.00009545423,0.000002036801,0.000002291011,0.00001396141,0.00002747618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.462283,"threshold_uncertainty_score":0.3504506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0848036864708066,"score_gpt":0.3618375875024474,"score_spread":0.2770339010316408,"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."}}