{"id":"W2162940647","doi":"10.1002/grl.50844","title":"Direct temperature and salinity acoustic full waveform inversion","year":2013,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"FP7 People: Marie-Curie Actions; Ministerio de Economía y Competitividad","keywords":"Inversion (geology); Waveform; Geology; Temperature salinity diagrams; Salinity; Speed of sound; Electrical impedance; Geophysics; Seismology; Acoustics; Physics; Voltage; Oceanography","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":[0.0002674999,0.0006180539,0.0004377163,0.0004805793,0.0001868659,0.0007343997,0.0007320229,0.0007611539,0.002144499],"category_scores_gemma":[0.001706955,0.0004970903,0.0004970751,0.0004419126,0.0003656242,0.001294963,0.001043603,0.0007206927,0.0007223003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002571145,"about_ca_system_score_gemma":0.001169038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004513168,"about_ca_topic_score_gemma":0.004748466,"domain_scores_codex":[0.9998485,0.00001584774,0.00001008805,0.00003873793,0.00006696595,0.00001981374],"domain_scores_gemma":[0.9997539,0.00005970816,0.00002709064,0.00004760267,0.00009164838,0.00002008059],"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":[0.0001780466,0.0001532996,0.005697644,0.0002171092,0.00008388658,0.0002682779,0.0001733596,0.5905448,0.1892021,0.01759128,0.001916658,0.1939735],"study_design_scores_gemma":[0.0000165772,0.0000201048,0.001341218,0.000006512412,0.000008406319,0.00006700432,0.00001682195,0.9823661,0.01142033,0.003216496,0.001501428,0.00001906039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1372469,0.0001872203,0.8503814,0.000252221,0.0001084552,0.0000670347,0.0009972916,0.001701549,0.009057932],"genre_scores_gemma":[0.7841914,0.0003143509,0.2076334,0.000110795,0.00005404775,0.0001128725,0.001297102,0.0002166746,0.00606933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004513168,"threshold_uncertainty_score":0.008973837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02157883073578321,"score_gpt":0.2606107589372408,"score_spread":0.2390319282014576,"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."}}