{"id":"W4312404743","doi":"10.1115/omae2022-79290","title":"Plug Cementing Stability","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Spark plug; Geology; Drilling fluid; Mechanics; Buoyancy; Geotechnical engineering; Fluid dynamics; Petroleum engineering; Flow (mathematics); Slurry; Drilling; Mechanical engineering; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002918179,0.0001759718,0.0002749332,0.0005047154,0.000325935,0.00002130132,0.0005088461,0.0001180986,0.006435161],"category_scores_gemma":[0.00005069346,0.0001929615,0.0001204153,0.0007063621,0.00008446364,0.00005648461,0.0003531882,0.0006459465,0.0002182173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601239,"about_ca_system_score_gemma":0.00001971382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005411514,"about_ca_topic_score_gemma":0.00002762025,"domain_scores_codex":[0.9985983,0.0000405692,0.0002940793,0.0003145261,0.0002545058,0.0004980264],"domain_scores_gemma":[0.9992288,0.00002154937,0.00004630006,0.0006219435,0.00002482893,0.00005656942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001649727,0.000150543,0.03012293,0.0001066041,0.0003535667,0.0000696889,0.0001906567,0.9356741,0.006559155,0.0000925146,0.01693326,0.009730419],"study_design_scores_gemma":[0.0004181865,0.0001148496,0.0007830383,0.000004824229,0.000055633,0.00002813061,0.0009860871,0.3488578,0.005837064,0.0003456305,0.6421795,0.0003892077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791867,0.0008351925,0.005515678,0.001450811,0.0003665126,0.00008353295,0.00002503621,0.002528781,0.01000775],"genre_scores_gemma":[0.9957775,0.00001624775,0.0003149989,0.00002745203,0.00005006006,0.0001275302,0.00002023919,0.00004005477,0.003625889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6252462,"threshold_uncertainty_score":0.9944731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006510269374645246,"score_gpt":0.1877709288661379,"score_spread":0.1812606594914926,"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."}}