{"id":"W4391875444","doi":"10.2118/217919-ms","title":"Assessment of Sand Control Methods for Cased Dual-Annulus Gas Wells: Scaled Laboratory Experiments","year":2024,"lang":"en","type":"article","venue":"SPE International Conference 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":"University of Alberta","funders":"","keywords":"Annulus (botany); Petroleum engineering; Dual (grammatical number); Geology; Dual purpose; Geotechnical engineering; Environmental science; Engineering; Materials science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001127031,0.0006317385,0.0004704973,0.0004400157,0.0003172688,0.00067711,0.0007518213,0.0006760149,0.0009628114],"category_scores_gemma":[0.001585703,0.000209526,0.000413004,0.0002825099,0.0004070008,0.0004337717,0.0005157561,0.0005730308,0.0002011765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005700024,"about_ca_system_score_gemma":0.0004265139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851044,"about_ca_topic_score_gemma":0.002804244,"domain_scores_codex":[0.9989492,0.0001794766,0.00007923981,0.0001723841,0.0005169874,0.0001028154],"domain_scores_gemma":[0.9988772,0.0002282957,0.0002562877,0.0001236336,0.000417094,0.0000974873],"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":[0.0005029947,0.001365173,0.001773097,0.000376915,0.00002810412,0.0001490167,0.0001118503,0.003589381,0.979062,0.0001329721,0.0001420692,0.01276643],"study_design_scores_gemma":[0.00005569117,0.01421123,0.004668471,0.000041777,0.00006322329,0.000134678,0.0002282247,0.00780818,0.9705631,0.00006930845,0.002119269,0.00003693367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885667,0.0003610271,0.009220532,0.00005133382,0.00003319203,0.0005804573,0.0002195822,0.00009675626,0.0008703925],"genre_scores_gemma":[0.9609462,0.0005182781,0.03641907,0.00004174977,0.0000116422,0.0004382829,0.0001822922,0.00002139185,0.001420886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001851044,"threshold_uncertainty_score":0.005960405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773998507159562,"score_gpt":0.3353647221280467,"score_spread":0.3176247370564511,"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."}}