{"id":"W2070192568","doi":"10.2118/172242-ms","title":"Nanotechnology Applications To Minimize Geo-Mechanical Related Challenges While Drilling Intercalated Sediments, Western Desert, Egypt","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Nanoparticle; Drilling; Nanotechnology; Materials science; Petroleum engineering; Drilling fluid; Oil shale; Geology; Metallurgy","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":[0.0001755384,0.0002021314,0.0001393153,0.0004081978,0.0008908826,0.0003889274,0.0002094918,0.0004019555,0.001852345],"category_scores_gemma":[0.0001997444,0.00008911108,0.0001584673,0.000295996,0.0002014284,0.0002063514,0.0004300585,0.0001975087,0.0004272297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005379518,"about_ca_system_score_gemma":0.001122246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006265329,"about_ca_topic_score_gemma":0.02410832,"domain_scores_codex":[0.9999177,0.000007334648,0.000005230002,0.00001186111,0.00003823471,0.00001956408],"domain_scores_gemma":[0.9999145,0.000007627355,0.0000138974,0.0000038118,0.00004630769,0.00001388145],"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":[0.0006306198,0.0003189423,0.0398418,0.002682901,0.00004759821,0.00533362,0.004723649,0.01157726,0.6417012,0.002704288,0.007631676,0.2828065],"study_design_scores_gemma":[0.000118364,0.002666017,0.1456432,0.0004666166,0.0002244114,0.004254738,0.0304721,0.0130504,0.5139791,0.002627157,0.2863742,0.0001237219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975713,0.001869822,0.00635161,0.0009813095,0.00008071343,0.000129878,0.0002566974,0.0001319938,0.01448503],"genre_scores_gemma":[0.9643946,0.00160707,0.01500225,0.0002124738,0.00001135222,0.00006980312,0.0001797957,0.00001997644,0.01850262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006265329,"threshold_uncertainty_score":0.01245773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416492762362328,"score_gpt":0.210375982329148,"score_spread":0.1962110547055247,"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."}}