{"id":"W1983013426","doi":"10.15530/urtec-2014-1922047","title":"A Workflow for Flowback Data Analysis – Creating Value out of Chaos","year":2014,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Workflow; CHAOS (operating system); Computer science; Value (mathematics); Petroleum engineering; Database; Computer security; Geology","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":[0.0006594886,0.00009905869,0.0002645449,0.0001356679,0.00002346989,0.00001910445,0.0002694272,0.00005449879,0.0000551315],"category_scores_gemma":[0.0003431574,0.0000907845,0.00009229007,0.0002999791,0.000007255812,0.00008843879,0.00004063305,0.00005138538,0.000004337174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009584008,"about_ca_system_score_gemma":0.000003642515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001107308,"about_ca_topic_score_gemma":0.0000118204,"domain_scores_codex":[0.9993075,0.00002667444,0.000246559,0.0001601592,0.0001071002,0.000152062],"domain_scores_gemma":[0.9987559,0.000426528,0.00002237984,0.0007074675,0.00003713517,0.00005060904],"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":[0.000002423921,0.000004256176,0.0005194814,0.00007083471,0.0002280772,3.921627e-8,0.0000749536,0.9928634,0.0005524977,0.0006026648,0.0002097582,0.004871605],"study_design_scores_gemma":[0.0002216578,0.000009944619,0.0004651512,0.00001116274,0.0001388505,5.618195e-8,0.00001011953,0.9939746,0.001042489,0.0001901932,0.003832601,0.0001031815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02192309,0.0000469106,0.9720559,0.00001535097,0.0001492815,0.00009146355,0.00001996694,0.0001861725,0.005511872],"genre_scores_gemma":[0.4837355,0.000006031809,0.5156655,0.000006053602,0.00009995919,0.000007189184,0.00007037506,0.00001937809,0.0003899435],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4618124,"threshold_uncertainty_score":0.3702085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.046311201615733,"score_gpt":0.3210748826044006,"score_spread":0.2747636809886676,"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."}}