{"id":"W2071269828","doi":"10.1190/1.1817231","title":"Robust AVP estimation using least‐squares wave‐equation migration","year":2002,"lang":"en","type":"article","venue":"","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Estimation; Least-squares function approximation; Computer science; Control theory (sociology); Mathematics; Statistics; Engineering; Artificial intelligence; Control (management)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004805789,0.0009011836,0.0005106849,0.0006506165,0.0003317135,0.0009297378,0.0006909272,0.000681436,0.003510704],"category_scores_gemma":[0.00313858,0.0004701678,0.0007364044,0.0006906412,0.0002898713,0.001017786,0.0008159376,0.00128165,0.001902379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003050987,"about_ca_system_score_gemma":0.001181248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005488002,"about_ca_topic_score_gemma":0.00464735,"domain_scores_codex":[0.9997054,0.00006479485,0.00001637558,0.000083134,0.0001061119,0.00002432295],"domain_scores_gemma":[0.9994642,0.0001930751,0.00005801204,0.00008407723,0.0001848638,0.0000156678],"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":[0.0001680177,0.00007651082,0.002022617,0.0001302697,0.000104042,0.00008975477,0.0001489537,0.4213575,0.04207191,0.01051986,0.007017989,0.5162926],"study_design_scores_gemma":[0.00001434166,0.00002113851,0.0007136496,0.00001091143,0.000007999931,0.00002352418,0.00001366559,0.9894226,0.004867997,0.002314016,0.002571611,0.00001844242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01093562,0.00009945292,0.9866459,0.00009261822,0.00005470915,0.00002165076,0.0001417852,0.000780264,0.001228028],"genre_scores_gemma":[0.1696544,0.0002384628,0.8233631,0.00005376889,0.00006355845,0.0001201955,0.00128408,0.0004559207,0.004766634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005488002,"threshold_uncertainty_score":0.0117445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033768438555114,"score_gpt":0.2226024006179864,"score_spread":0.119225556762475,"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."}}