{"id":"W2152538505","doi":"10.1071/aseg2012ab243","title":"Joint Inversion Through A Level Set Formulation","year":2012,"lang":"en","type":"article","venue":"ASEG Extended Abstracts","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Mitacs","keywords":"Inversion (geology); Computer science; Property (philosophy); Exploit; Algorithm; Set (abstract data type); Geophysics; Data mining; Geology; Seismology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00250914,0.0008936899,0.001034243,0.001300546,0.0005514417,0.00219191,0.001595491,0.001882976,0.004808518],"category_scores_gemma":[0.003945223,0.0008162316,0.001455055,0.000935032,0.001502347,0.001821693,0.00243134,0.00248946,0.0007671988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383703,"about_ca_system_score_gemma":0.001919852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005155415,"about_ca_topic_score_gemma":0.004476157,"domain_scores_codex":[0.9990257,0.0003439799,0.00004357416,0.0001083712,0.0003902498,0.00008813393],"domain_scores_gemma":[0.9984069,0.0009828622,0.0001186522,0.0001042384,0.0003107382,0.00007657372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003548894,0.00003970205,0.0003775292,0.00008233033,0.00004256569,0.00007077757,0.00006330777,0.8680274,0.001365427,0.1078143,0.00152955,0.02055163],"study_design_scores_gemma":[0.000002578765,0.000004535591,0.00002289918,0.000004296448,0.000002606286,0.000006250467,0.000003945893,0.9858527,0.0001913463,0.01344739,0.0004584802,0.000003029044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002085815,0.0000563103,0.9953111,0.0001966111,0.00002030389,0.00002254751,0.00004498745,0.00006589667,0.002196488],"genre_scores_gemma":[0.2811639,0.0003829295,0.7048425,0.000349715,0.0001820417,0.0005813264,0.0004912048,0.0004169427,0.01158949],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005155415,"threshold_uncertainty_score":0.0160861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09163298706949699,"score_gpt":0.2873089093649916,"score_spread":0.1956759222954947,"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."}}