{"id":"W4399074524","doi":"10.22488/okstate.24.000034","title":"Reduction of injection flow rate with an underground buffer tank coupled with a standing column well","year":2024,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Column (typography); Buffer (optical fiber); Reduction (mathematics); Flow (mathematics); Volumetric flow rate; Mechanics; Petroleum engineering; Computer science; Geology; Computer network; Physics; Mathematics; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000282657,0.0001326058,0.0001485953,0.0001553987,0.00003655512,0.00009258179,0.00004420622,0.00006014329,0.0001103008],"category_scores_gemma":[0.000006051373,0.0001031453,0.0000219319,0.0004396245,0.000021711,0.0003521321,0.00000449519,0.0001389314,0.000004389285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086761,"about_ca_system_score_gemma":0.00002477864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005419401,"about_ca_topic_score_gemma":0.00005719533,"domain_scores_codex":[0.9993414,0.00003455916,0.0001605956,0.0001659483,0.0001529962,0.0001445176],"domain_scores_gemma":[0.9996513,0.00005873768,0.00001367333,0.000165243,0.00005374822,0.0000572647],"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":[0.00006933606,0.00000811449,0.00006323982,0.0001802409,0.00007543693,0.000004139091,0.0001819789,0.9904945,0.008067125,0.0004797001,0.00006874191,0.0003074221],"study_design_scores_gemma":[0.0003484294,0.000294827,0.0002110965,0.0001040313,0.00002950629,0.00003092902,0.000214278,0.9943282,0.003765482,0.0001329203,0.0003835129,0.0001567826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4643799,0.0000700466,0.5335377,0.00001066854,0.0001911747,0.00009162789,0.000001468195,0.0004190014,0.001298371],"genre_scores_gemma":[0.9613261,0.00001959785,0.03724207,0.000001495666,0.00008503931,0.00001199494,0.00001153723,0.0000503316,0.001251877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4969461,"threshold_uncertainty_score":0.4206142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376904375511194,"score_gpt":0.2519875309985382,"score_spread":0.2382184872434262,"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."}}