{"id":"W4380481951","doi":"10.6000/1929-4409.2020.09.239","title":"Adaptive Impact Factor Research Concerning Effectiveness of the Introduction and use of Digital Twins for Oil and Gas Deposits","year":2022,"lang":"en","type":"article","venue":"International Journal of Criminology and Sociology","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"RUDN University; Russian Foundation for Basic Research","keywords":"Fossil fuel; Natural gas; Environmental economics; Oil field; Computer science; Digital transformation; Field (mathematics); Natural gas field; Production (economics); Risk analysis (engineering); Business; Economics; Petroleum engineering; Engineering; Microeconomics; Waste management; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01233224,0.000766417,0.0005022833,0.005013946,0.001179411,0.003173294,0.001349091,0.0008733486,0.01717417],"category_scores_gemma":[0.07342914,0.0002262386,0.001101108,0.004343635,0.003859026,0.004006315,0.001981411,0.001156602,0.000772235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004864245,"about_ca_system_score_gemma":0.002351376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004816717,"about_ca_topic_score_gemma":0.005327064,"domain_scores_codex":[0.9882848,0.005604928,0.0005768127,0.001194791,0.00357006,0.0007686298],"domain_scores_gemma":[0.9161553,0.06344599,0.009075115,0.003573157,0.005741119,0.002009214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002317206,0.003081365,0.4954734,0.002319806,0.00129838,0.0006318152,0.009397627,0.0146841,0.00323935,0.122386,0.001581869,0.3435891],"study_design_scores_gemma":[0.0002354309,0.003582186,0.8961452,0.0008248745,0.001072184,0.0003543045,0.01875589,0.01057967,0.005738337,0.04377484,0.01880628,0.0001307237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8444856,0.001654543,0.01558732,0.0009603104,0.00008966417,0.0007682069,0.0003720379,0.00005474368,0.1360275],"genre_scores_gemma":[0.9942752,0.0004363343,0.00296883,0.00005752375,0.00002307024,0.0001287822,0.00005895774,0.00001499022,0.002036298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01717417,"threshold_uncertainty_score":0.06521988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198292856123716,"score_gpt":0.3738920248399691,"score_spread":0.2540627392275975,"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."}}