{"id":"W3158900861","doi":"10.1038/s41598-021-88247-y","title":"Experimental and computational evaluation of cyclic solvent injection in fractured tight hydrocarbon reservoirs","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Hydrocarbon; Petroleum engineering; Matrix (chemical analysis); Permeability (electromagnetism); Tight oil; Solvent; Enhanced oil recovery; Environmental science; Fracture (geology); Geology; Materials science; Chemistry; Composite material; Geotechnical engineering; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001042978,0.00008560943,0.0001471958,0.0002134811,0.00006806458,0.00006115611,0.00003504464,0.00005883929,0.000089238],"category_scores_gemma":[0.00007977705,0.00008352819,0.00005235827,0.0004290341,0.00005917753,0.0001153766,0.00002909458,0.0000935405,0.000001505596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080221,"about_ca_system_score_gemma":0.00007236672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005169233,"about_ca_topic_score_gemma":0.00007281604,"domain_scores_codex":[0.9984753,0.00006510601,0.0003696006,0.0003082145,0.0006530462,0.0001287445],"domain_scores_gemma":[0.9994698,0.00002124347,0.00007706866,0.0002620585,0.0001196043,0.00005023984],"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":[0.000001702016,0.00004698457,0.001800508,0.00002147417,0.00002537546,0.00004110838,0.0007561562,0.9442875,0.05226857,0.000001431626,0.0003687073,0.0003805062],"study_design_scores_gemma":[0.0002415197,0.00001085646,0.01207869,0.00005732198,0.00003462186,0.00007940237,0.0002590617,0.6694334,0.3146205,0.002397732,0.0006605904,0.0001263402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948275,0.001918783,0.0006839937,0.00004350069,0.001154491,0.00009619864,5.807727e-7,0.00003375836,0.001241173],"genre_scores_gemma":[0.9995656,0.000003385744,0.0002146821,0.000003412691,0.00002444716,0.0000132082,0.00007262207,0.000009131468,0.00009352119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2748541,"threshold_uncertainty_score":0.3406181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392102648978973,"score_gpt":0.2633612559289947,"score_spread":0.249440229439205,"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."}}