{"id":"W4413391289","doi":"10.1115/omae2025-156013","title":"Cementing Oil and Gas Wells by Dump Bailing Method: Effects of Injection Rate and Inclination Angle on Suspension Placement Efficiency","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Suspension (topology); Petroleum engineering; Environmental science; Materials science; Geotechnical engineering; Geology; Mathematics","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":[0.0006447515,0.000456173,0.000392075,0.0003845888,0.0002111104,0.000578659,0.0002658247,0.0003884033,0.000860562],"category_scores_gemma":[0.001660853,0.0002108656,0.0002755745,0.0003562255,0.0004249243,0.0005713682,0.0003216456,0.0005521549,0.0002111682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079852,"about_ca_system_score_gemma":0.0002190401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009404531,"about_ca_topic_score_gemma":0.001298566,"domain_scores_codex":[0.9995065,0.00006272743,0.00006159589,0.00009488592,0.0001730888,0.0001011674],"domain_scores_gemma":[0.9983951,0.0007066406,0.0004250205,0.0001027496,0.0002719334,0.00009848586],"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":[0.000447413,0.0002115216,0.002318962,0.0001608369,0.00001183806,0.0000898097,0.0001344849,0.002604779,0.9853533,0.00007914002,0.00007645303,0.00851143],"study_design_scores_gemma":[0.00001164891,0.001380469,0.006645835,0.00001220125,0.0000264347,0.0000259807,0.0001402397,0.009832297,0.9814316,0.000018997,0.0004468831,0.0000274233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997718,0.0003771327,0.001352083,0.00002367262,0.0000225914,0.00001753898,0.0000560079,0.000046592,0.0003864143],"genre_scores_gemma":[0.9972704,0.0003055963,0.002035686,0.00001313698,0.00000627798,0.00001214515,0.00003673184,0.00001410572,0.0003058339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009404531,"threshold_uncertainty_score":0.003409863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003152985066589761,"score_gpt":0.2159008973603551,"score_spread":0.2127479122937653,"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."}}