{"id":"W4206107442","doi":"10.1007/s10596-021-10122-6","title":"Python package for 3D joint hypocenter-velocity inversion on tetrahedral meshes: Parallel implementation and practical considerations","year":2022,"lang":"en","type":"article","venue":"Computational Geosciences","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut National de la Recherche Scientifique","funders":"","keywords":"Jacobian matrix and determinant; Hypocenter; Python (programming language); Algorithm; Computer science; Intrinsics; Inversion (geology); Computational science; Parallel computing; Geology; Mathematics; Induced seismicity; Applied mathematics; Seismology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001176108,0.001357487,0.00121,0.0007103396,0.0007703934,0.001923282,0.004235958,0.0009546485,0.07711843],"category_scores_gemma":[0.004339468,0.001012347,0.001308538,0.001180002,0.000749859,0.001587763,0.002164534,0.003113525,0.0294164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008310569,"about_ca_system_score_gemma":0.002473924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007234609,"about_ca_topic_score_gemma":0.01165879,"domain_scores_codex":[0.9993211,0.0001249455,0.00005337641,0.0001017792,0.0002796585,0.0001191539],"domain_scores_gemma":[0.9982467,0.0006212338,0.00008692474,0.0003689947,0.0005431214,0.0001330776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005374074,0.0004147596,0.002103315,0.001575337,0.0005553329,0.0004558282,0.0005108928,0.06006218,0.013849,0.06723423,0.5471732,0.3055285],"study_design_scores_gemma":[0.0006155003,0.0000858369,0.001964425,0.0002089125,0.0001003973,0.0003647442,0.0001497826,0.6368446,0.02404791,0.06748477,0.2679513,0.0001817233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00363147,0.0001863997,0.7838817,0.000355915,0.0002912344,0.0002427193,0.009010554,0.1882419,0.01415812],"genre_scores_gemma":[0.06479135,0.0005118877,0.822313,0.001007747,0.0001744679,0.001556312,0.01986014,0.06608961,0.02369552],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07711843,"threshold_uncertainty_score":0.2579868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05460595600297644,"score_gpt":0.300097328795495,"score_spread":0.2454913727925186,"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."}}