{"id":"W2013944451","doi":"10.2118/86512-ms","title":"Application and Performance of Single-Trip, Multi-zone, High-Rate Water Packs in a Mature Low-Pressure, Low-Temperature Gas Field","year":2004,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Limiting; Natural gas field; Geology; Completion (oil and gas wells); Volumetric flow rate; Geotechnical engineering; Environmental science; Engineering; Natural gas; Mechanical engineering; Mechanics; Waste management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001469161,0.000159247,0.0001878894,0.0001962566,0.00005648199,0.00007490687,0.00009391121,0.0001524992,0.00002511674],"category_scores_gemma":[0.00001251272,0.0001276868,0.00004547033,0.00008686851,0.00002517741,0.000509288,0.00001952064,0.0002063804,0.00001290888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000551505,"about_ca_system_score_gemma":0.000004403721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005594426,"about_ca_topic_score_gemma":0.00004813444,"domain_scores_codex":[0.9991402,0.0000243862,0.0003367421,0.0001621158,0.0001827756,0.0001537582],"domain_scores_gemma":[0.9996234,0.00002767959,0.00006783606,0.0001324044,0.00009323387,0.00005548462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002311615,0.0001231507,0.0002939664,0.0003018098,0.00007848399,0.000004393678,0.0006188801,0.5691754,0.4278293,0.0002253041,0.00008795404,0.00103016],"study_design_scores_gemma":[0.005189007,0.0001864094,0.005339994,0.0004892495,0.00004921895,0.00001522242,0.0001066749,0.3564798,0.6307646,0.0002126678,0.0008287376,0.0003383859],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851059,0.00006979644,0.01157154,0.002318728,0.0001450802,0.0002315526,0.00004754154,0.0000622334,0.0004475693],"genre_scores_gemma":[0.9988573,0.000348521,0.0001220681,0.0002426848,0.000087427,0.00003374982,0.0002119931,0.00001409396,0.00008220537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2126956,"threshold_uncertainty_score":0.5206918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002785732994207633,"score_gpt":0.1852550038571132,"score_spread":0.1824692708629055,"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."}}