{"id":"W4403963696","doi":"10.48550/arxiv.2410.04273","title":"A shape derivative algorithm for reconstructing elastic dislocations in geophysics","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; New York University Abu Dhabi; National Science Foundation","keywords":"Derivative (finance); Algorithm; Geology; Geodesy; Geophysics; Geometry; Computer science; Mathematics; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007576643,0.000505214,0.0005027887,0.0006242242,0.0003547029,0.0007998595,0.000915667,0.001162318,0.0009601337],"category_scores_gemma":[0.002508702,0.0004247325,0.0004548769,0.0008897116,0.000822857,0.001163493,0.001008603,0.001096692,0.0005111997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005539611,"about_ca_system_score_gemma":0.0008350668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002515551,"about_ca_topic_score_gemma":0.002854274,"domain_scores_codex":[0.9997756,0.00005737702,0.00001148352,0.00003601272,0.0001056149,0.00001397209],"domain_scores_gemma":[0.9995489,0.000209083,0.00003129529,0.00008143969,0.0001051672,0.00002403261],"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":[0.0001216328,0.00006664726,0.001127174,0.00008403722,0.00003468863,0.0001479684,0.0001681235,0.6727217,0.02985441,0.07003843,0.001660726,0.2239745],"study_design_scores_gemma":[0.000005864768,0.000009262863,0.00007973692,0.000002557738,0.000001600091,0.00002941507,0.000006007192,0.985204,0.002093478,0.01185161,0.0007110247,0.000005403825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00714211,0.00007400291,0.9920474,0.00006349671,0.00000987529,0.000009322421,0.00002235215,0.0001942099,0.0004372122],"genre_scores_gemma":[0.118711,0.000152996,0.8789074,0.00005214489,0.00001973386,0.00004025911,0.0001367538,0.000212635,0.001767004],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002515551,"threshold_uncertainty_score":0.005001843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05398456697103075,"score_gpt":0.1900111109659743,"score_spread":0.1360265439949435,"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."}}