{"id":"W2023141305","doi":"10.2118/1107-0078-jpt","title":"Overview: Drilling and Completion Fluids (November 2007)","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Luck; Drilling; Drilling fluid; Rate of penetration; Completion (oil and gas wells); Operations research; Computer science; Engineering; Petroleum 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":[0.002274961,0.002205129,0.001122291,0.004920418,0.0009651594,0.005737285,0.001806228,0.004794464,0.1290311],"category_scores_gemma":[0.00391758,0.0009167468,0.0007806888,0.003303515,0.0005204399,0.005151936,0.002071374,0.003035957,0.1665328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321032,"about_ca_system_score_gemma":0.003611312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002130006,"about_ca_topic_score_gemma":0.00388735,"domain_scores_codex":[0.9985167,0.0001261356,0.0001682544,0.0001902547,0.0008557087,0.0001428003],"domain_scores_gemma":[0.9955598,0.0004589586,0.0004524923,0.0001157043,0.002530344,0.0008826552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004911107,0.0000366115,0.00008427791,0.0009001298,0.000004084493,0.00003815167,0.00001300093,0.00007450362,0.0003883215,0.0007413843,0.8896685,0.1080018],"study_design_scores_gemma":[0.000004461144,0.00003396438,0.0002556982,0.0003578364,0.000002709162,0.00004432001,0.00001073709,0.00001567836,0.00008653875,0.0001921792,0.9989899,0.000005998198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0007753455,0.2614092,0.00555554,0.04112148,0.3113364,0.001181178,0.006288987,0.002658137,0.3696738],"genre_scores_gemma":[0.002031054,0.2212378,0.002786084,0.02179266,0.08855014,0.0005370306,0.008373897,0.0007561773,0.6539351],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1290311,"threshold_uncertainty_score":0.4316521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449933474155233,"score_gpt":0.2734648569658351,"score_spread":0.2589655222242828,"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."}}