{"id":"W2052176582","doi":"10.2118/86510-ms","title":"Optimizing Drill-In Fluid &amp; Completion Cleanup Processes for Openhole Horizontal Gravelpacked Completions in Low Temperature Environments","year":2004,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Drill; Petroleum engineering; Drilling; Workover; Drilling fluid; Directional drilling; Drill pipe; Installation; Permeability (electromagnetism); Coiled tubing; Process (computing); Marine engineering; Engineering; Geology; Mechanical engineering; Computer science","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":[0.0001495073,0.0001846807,0.000185609,0.000192198,0.00008289658,0.0001183876,0.0001000963,0.00008783279,0.00001741299],"category_scores_gemma":[0.00002413074,0.0002018641,0.000046122,0.000122358,0.00002436023,0.0005734948,0.00001269045,0.0001474799,0.00002862868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000275692,"about_ca_system_score_gemma":0.000008775453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001404386,"about_ca_topic_score_gemma":0.0001228765,"domain_scores_codex":[0.9990406,0.00001391194,0.0003765362,0.0001832319,0.0001758211,0.000209902],"domain_scores_gemma":[0.999705,0.00004707741,0.00005196115,0.00009299957,0.00004388384,0.00005914175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007151171,0.00007334671,0.0000868459,0.0001022348,0.00001554958,0.000001912313,0.000485734,0.9201211,0.07680533,0.001975226,0.00007147239,0.0001897289],"study_design_scores_gemma":[0.02588784,0.000397519,0.01081793,0.00257421,0.00004408255,0.00006290688,0.0005407737,0.8851474,0.05053313,0.002843537,0.01964246,0.001508221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7049776,0.0001078418,0.2881653,0.001940001,0.0006949321,0.00107823,0.0003628505,0.0001939634,0.002479262],"genre_scores_gemma":[0.9975792,0.0002423305,0.0008703098,0.0001153393,0.0001171587,0.0001172898,0.0008929795,0.00002607564,0.0000393879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2926015,"threshold_uncertainty_score":0.8231779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007553823029922349,"score_gpt":0.2091670293567334,"score_spread":0.201613206326811,"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."}}