{"id":"W4312763652","doi":"10.1115/omae2022-80561","title":"Effects of Rheological Properties on Primary Cementing of Irregular Horizontal Wells","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Drilling fluid; Annulus (botany); Geology; Borehole; Petroleum engineering; Rheology; Bingham plastic; Geotechnical engineering; Fluid dynamics; Drilling; Mechanics; Materials science; Engineering; 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":[0.0002634917,0.0003810108,0.0002987122,0.0004734462,0.0003401739,0.0006040622,0.0002654225,0.0004882509,0.0008984392],"category_scores_gemma":[0.001614696,0.0001586618,0.0003622682,0.0003007993,0.0007029645,0.000458769,0.0003282605,0.0004559689,0.0001102037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002569366,"about_ca_system_score_gemma":0.0002822127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003003406,"about_ca_topic_score_gemma":0.001746026,"domain_scores_codex":[0.9998266,0.00002018135,0.00001628077,0.00003571433,0.00004825309,0.00005288257],"domain_scores_gemma":[0.9991774,0.0004242178,0.0001417087,0.00006514195,0.0001106962,0.00008081905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006781049,0.0003803214,0.03087704,0.0001955112,0.00004780136,0.001073635,0.0004071232,0.5957652,0.3554698,0.001080571,0.0003302496,0.01369472],"study_design_scores_gemma":[0.00003296115,0.0007426496,0.02296989,0.00003502858,0.00002828241,0.0001511221,0.000386524,0.8240458,0.1503861,0.0003546494,0.0007992742,0.00006772954],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979114,0.00007602372,0.001397801,0.00002478415,0.00000949489,0.000008394872,0.00007578795,0.00002941426,0.0004669612],"genre_scores_gemma":[0.9993259,0.00003292307,0.0004724423,0.000003942825,9.776249e-7,0.000003371772,0.00003764457,0.000005001944,0.000117766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003003406,"threshold_uncertainty_score":0.005971849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003131243176805308,"score_gpt":0.1431363010988803,"score_spread":0.140005057922075,"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."}}