{"id":"W2971430265","doi":"10.2118/0919-0038-jpt","title":"To “Right Size” Fractures, Producers Adopt Robust Monitoring and Custom Completions","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Hydraulic fracturing; Tight gas; Petroleum engineering; Quality (philosophy); Maturity (psychological); Petroleum industry; Computer science; Engineering; Political science","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":[0.0001762424,0.0001575657,0.0003798356,0.0006699784,0.0000614376,0.0000323138,0.0002921161,0.0001861379,0.00009120923],"category_scores_gemma":[0.0000986651,0.0001267396,0.00009116024,0.0003463501,0.00004059657,0.0001050628,0.0000566685,0.0006779402,0.00004236872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001040492,"about_ca_system_score_gemma":0.00002059638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008048083,"about_ca_topic_score_gemma":0.000005479544,"domain_scores_codex":[0.9990094,0.00001450847,0.000347211,0.000148245,0.0002048921,0.0002757145],"domain_scores_gemma":[0.9993495,0.00006089697,0.0001023665,0.0002787365,0.00008882105,0.0001196492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001764378,0.00003468966,0.01746201,0.00006289709,0.0002736577,0.00006373323,0.0001005128,0.9569888,0.02050622,0.00002813766,0.002000657,0.002461013],"study_design_scores_gemma":[0.003644498,0.001357036,0.1194252,0.0009970822,0.0006368201,0.001946676,0.002394579,0.03033289,0.1325521,0.0008986619,0.7040844,0.00173003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905717,0.001241499,0.003068373,0.003538031,0.0005876956,0.00005873437,0.000002132385,0.000152931,0.0007788686],"genre_scores_gemma":[0.9951651,0.0001890481,0.004053014,0.00002473064,0.0002457185,0.000003038397,3.683469e-7,0.00002666112,0.0002923972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9266559,"threshold_uncertainty_score":0.5168292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005085421511691967,"score_gpt":0.216718483589582,"score_spread":0.2116330620778901,"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."}}