{"id":"W2161747251","doi":"10.1093/gji/ggt109","title":"Inversion strategies for visco-acoustic waveform inversion","year":2013,"lang":"en","type":"article","venue":"Geophysical Journal International","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Inversion (geology); Geology; Inverse theory; Waveform; Seismology; Geophysics; Acoustics; Geodesy; Computer science; Physics; Telecommunications; 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":[0.0008431696,0.0008074586,0.0004531075,0.000889295,0.0004068599,0.001152272,0.001439552,0.001115663,0.008831601],"category_scores_gemma":[0.00255227,0.0004885996,0.0006898386,0.0004851336,0.0005396874,0.001251954,0.001892371,0.001539795,0.003786735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004840841,"about_ca_system_score_gemma":0.0009035126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002410717,"about_ca_topic_score_gemma":0.00309459,"domain_scores_codex":[0.9997507,0.00004772671,0.00001664942,0.00004252567,0.0001088178,0.00003360611],"domain_scores_gemma":[0.999562,0.0001530392,0.00003815265,0.00005846807,0.0001615749,0.00002681621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001322995,0.0001451681,0.0009117959,0.0002956411,0.00007981805,0.0003777829,0.0004021705,0.3066068,0.07860493,0.2592635,0.00609883,0.3470812],"study_design_scores_gemma":[0.000008614225,0.00002256969,0.00009114219,0.00001491744,0.000008044532,0.00008645051,0.00003342491,0.9570031,0.00541693,0.0308247,0.006476549,0.00001355472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001648684,0.00003792644,0.9960207,0.00005920877,0.00001837758,0.00002387146,0.00002522348,0.000179196,0.001986889],"genre_scores_gemma":[0.08233493,0.0002180383,0.9078969,0.0001370764,0.00005495372,0.0001969361,0.0002456053,0.0004458278,0.008469726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008831601,"threshold_uncertainty_score":0.02954459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332347670193287,"score_gpt":0.2327036840814849,"score_spread":0.219380207379552,"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."}}