{"id":"W1986906973","doi":"10.2118/0312-0080-jpt","title":"Very-High-Volume ESP-Lift Systems for Shale-Gas Fracture-Water Supply","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Groundwater recharge; Geology; Petroleum engineering; Hydraulic fracturing; Volume (thermodynamics); Directional drilling; Completion (oil and gas wells); Hydrology (agriculture); Aquifer; Groundwater; Geotechnical engineering; Engineering; Drilling","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":[0.0004762498,0.0002085698,0.0004443727,0.0006965074,0.00006325572,0.00003266918,0.0003285724,0.0003895023,0.00006912639],"category_scores_gemma":[0.00005114284,0.0001559016,0.0001439849,0.0001311042,0.00006496318,0.0003706898,0.00003659453,0.0005512995,0.00004978953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231124,"about_ca_system_score_gemma":0.0000133334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007021235,"about_ca_topic_score_gemma":8.155696e-7,"domain_scores_codex":[0.9986017,0.0000190102,0.00054564,0.0001204355,0.0001825501,0.000530609],"domain_scores_gemma":[0.9992804,0.00002381835,0.0001552416,0.0002799832,0.0001598282,0.0001007512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005027747,0.0009875039,0.069302,0.0016237,0.002064312,0.0001392385,0.001094741,0.0235817,0.2446411,0.008318663,0.5425785,0.1051657],"study_design_scores_gemma":[0.0006579431,0.0004833373,0.0006129971,0.00006519269,0.00009009775,0.0009845402,0.0001607933,0.0005398237,0.3094743,0.002429312,0.6842068,0.0002948024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437231,0.009447222,0.03315078,0.006718887,0.005239045,0.0002347908,0.00002348761,0.001120984,0.0003417245],"genre_scores_gemma":[0.9939591,0.000344593,0.003821224,0.00005070205,0.001251138,0.00003669813,0.000004503744,0.00005462362,0.0004774414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416283,"threshold_uncertainty_score":0.6357481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005407314134999478,"score_gpt":0.20760789488271,"score_spread":0.2022005807477106,"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."}}