{"id":"W4309723997","doi":"10.1002/essoar.10512157.2","title":"Multi-task unscented Kalman inversion (MUKI): a derivative-free joint inversion framework and its application to joint inversion of geophysical data","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Inversion (geology); Geophysics; Preprint; Space Science; Geology; Computer science; World Wide Web; Seismology; Physics; Astronomy","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":[0.003473269,0.001437004,0.001089005,0.0007762194,0.0006149553,0.001284358,0.00174478,0.001412678,0.003044248],"category_scores_gemma":[0.007744478,0.0009742735,0.001518116,0.001091319,0.0009677486,0.00216344,0.002949184,0.002782449,0.001789898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005323556,"about_ca_system_score_gemma":0.002477548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008412197,"about_ca_topic_score_gemma":0.008617344,"domain_scores_codex":[0.9985423,0.0005450532,0.0001057737,0.0003031974,0.0003736206,0.0001299761],"domain_scores_gemma":[0.9978886,0.0008919276,0.0002087416,0.0003042803,0.0005960556,0.0001103376],"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":[0.0003915117,0.0001266335,0.002000893,0.0003410416,0.0002824696,0.0001845538,0.0003177281,0.5974891,0.01246215,0.05167644,0.007089469,0.3276379],"study_design_scores_gemma":[0.0000131329,0.00004236702,0.000210707,0.00001256349,0.00001432034,0.00003296807,0.00001437587,0.9875829,0.001676719,0.007984485,0.002387612,0.00002787608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007798517,0.00006736184,0.998475,0.00004244874,0.00002342262,0.00001177067,0.00004510262,0.00029245,0.0002625808],"genre_scores_gemma":[0.1275433,0.0003510072,0.8660001,0.0001530872,0.0001360293,0.0002193567,0.0009475894,0.0005459057,0.004103602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008412197,"threshold_uncertainty_score":0.0183686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05598262477137285,"score_gpt":0.2802306425430465,"score_spread":0.2242480177716736,"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."}}