{"id":"W4392726858","doi":"10.2118/218059-ms","title":"A System Identification Approach for Spatiotemporal Prediction of CO2 Storage Operation in Deep Saline Aquifers","year":2024,"lang":"en","type":"article","venue":"","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petroleum Technology Research Centre; University of Alberta","funders":"","keywords":"Aquifer; Computer science; Caprock; Data mining; Petroleum engineering; Geology; Geotechnical engineering; Groundwater","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":[0.0006615379,0.000607283,0.0005291949,0.0005138468,0.0003663372,0.0005459735,0.0003451864,0.0005780752,0.0009203706],"category_scores_gemma":[0.00155538,0.000488881,0.0005002734,0.0002758682,0.0003775157,0.0003737473,0.0005269173,0.000704457,0.00009158556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005494257,"about_ca_system_score_gemma":0.0009300506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618486,"about_ca_topic_score_gemma":0.008382312,"domain_scores_codex":[0.9998538,0.0000474869,0.00001003443,0.00004373439,0.00002102076,0.000023872],"domain_scores_gemma":[0.9994579,0.0003420664,0.00007409998,0.00002345494,0.00008342598,0.00001913093],"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":[0.00001531595,0.00001395101,0.0007567966,0.000009562636,0.00001160001,0.00001568636,0.00001786207,0.9943614,0.0006504931,0.0003658904,0.00004575399,0.003735571],"study_design_scores_gemma":[6.263642e-7,0.000002731498,0.00008420787,4.190406e-7,5.866268e-7,6.238937e-7,0.000001442424,0.9997798,0.00005554686,0.00006166234,0.00001157183,8.002455e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2906621,0.0001459011,0.7061495,0.0002192905,0.00002310432,0.00008613885,0.0001737416,0.0005873278,0.001952928],"genre_scores_gemma":[0.9814731,0.00004247507,0.01773622,0.00001714988,0.000005960964,0.00007149594,0.00008431546,0.00001360988,0.0005556371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01618486,"threshold_uncertainty_score":0.03218132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883977214282484,"score_gpt":0.2570298566739767,"score_spread":0.2381900845311518,"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."}}