{"id":"W4393278059","doi":"10.29169/1927-5129.2024.20.04","title":"Feasibility of Proppant Flowback Control by Use of Resin-coated Proppant","year":2024,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chongqing University","keywords":"Geology; Petroleum engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130053,0.0001469227,0.0004022063,0.0001887588,0.00004412954,0.00008105998,0.0003065415,0.00006194798,0.00003207989],"category_scores_gemma":[0.00004712214,0.00009867741,0.0001310726,0.0005027171,0.0002813124,0.0002445639,0.00002347965,0.0002264684,0.000003117549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005619685,"about_ca_system_score_gemma":0.0001764114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001384348,"about_ca_topic_score_gemma":0.000006453921,"domain_scores_codex":[0.9982268,0.00002721641,0.0007568527,0.000173836,0.0005831315,0.0002321643],"domain_scores_gemma":[0.9993268,0.0001377426,0.0001670945,0.0001572991,0.0001210214,0.00009008509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001381415,0.0001766583,0.001506208,0.0004887206,0.0001566803,0.00002135654,0.0004393878,0.07149443,0.9131173,0.002856228,0.005177482,0.004427341],"study_design_scores_gemma":[0.001178575,0.000521623,0.002512164,0.0004680061,0.0001442736,0.00005020884,0.0001164017,0.9250623,0.06660981,0.001117663,0.001887846,0.000331129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944242,0.001311554,0.002661508,0.000141186,0.0004679153,0.0002892347,0.0000463799,0.00003129046,0.0006267365],"genre_scores_gemma":[0.9985992,0.0001015118,0.001179452,0.0000146288,0.00005060228,0.000002858872,8.965026e-7,0.00001304754,0.00003776593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8535678,"threshold_uncertainty_score":0.4023948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02424492963626212,"score_gpt":0.2400422120138173,"score_spread":0.2157972823775552,"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."}}