{"id":"W4308460407","doi":"10.1115/1.4056177","title":"Particles Transportation and Deposition Behavior During Horizontal Wellbore Exploitation","year":2022,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Deposition (geology); Mechanics; Spark plug; Volumetric flow rate; Materials science; Shearing (physics); Wellbore; Particle deposition; Petroleum engineering; Turbulence; Geology; Composite material; Engineering; Physics; Mechanical engineering","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":[0.00008933606,0.0000857241,0.0001357239,0.0003367946,0.0001238989,0.00001309704,0.0001235544,0.00006430079,0.00001332187],"category_scores_gemma":[0.000008874144,0.00009489319,0.00003958763,0.000262362,0.00004919273,0.0001322287,0.00001768153,0.0002248352,2.812371e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009510951,"about_ca_system_score_gemma":0.000005306119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004682891,"about_ca_topic_score_gemma":0.00003416138,"domain_scores_codex":[0.9992571,0.00002350458,0.0003198044,0.00008260858,0.0001676685,0.0001492864],"domain_scores_gemma":[0.9997217,0.00001712414,0.00009934448,0.00008657597,0.00003335674,0.00004191444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001451419,0.0001183988,0.02826191,0.00002711307,0.00009147602,0.0003648434,0.001125248,0.08913404,0.8479023,0.00363663,0.00003963887,0.02915325],"study_design_scores_gemma":[0.006342391,0.003820919,0.2244408,0.0001292458,0.0006650557,0.005891034,0.01464217,0.2043659,0.5217857,0.008030543,0.008455091,0.001431194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99772,0.00084574,0.000999846,0.00009314167,0.0001477572,0.00003132349,0.000006294434,0.0001180328,0.0000378384],"genre_scores_gemma":[0.9987462,0.000100279,0.001042771,0.00000619357,0.00003900204,0.00003445247,0.000003497144,0.00002184732,0.000005751104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3261166,"threshold_uncertainty_score":0.3869632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00390418543404054,"score_gpt":0.1845642803046557,"score_spread":0.1806600948706152,"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."}}