{"id":"W2260812518","doi":"10.1007/s11051-015-3143-x","title":"A field application of nanoparticle-based invert emulsion drilling fluids","year":2015,"lang":"en","type":"article","venue":"Journal of Nanoparticle Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Emulsion; Nanoparticle; Drilling fluid; Nanotechnology; Field (mathematics); Drilling; Chemical engineering; Metallurgy; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001836291,0.00009862766,0.0002278173,0.000285535,0.00004389363,0.00003444546,0.0002398047,0.00007644973,0.00001152337],"category_scores_gemma":[0.0004089083,0.00008864841,0.00007558073,0.0006482037,0.00004411195,0.0001871479,0.00003165258,0.0003447701,0.00002666878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001185667,"about_ca_system_score_gemma":0.00007538716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002018956,"about_ca_topic_score_gemma":0.000002690841,"domain_scores_codex":[0.9981878,0.0000804393,0.0005206036,0.00009680088,0.0007505138,0.0003638095],"domain_scores_gemma":[0.9986037,0.0002735516,0.00006340253,0.0002303247,0.0005443671,0.0002846456],"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":[0.00008556525,0.00005834109,0.001661782,0.00006949931,0.00001854994,0.000009604908,0.0002220926,0.284608,0.7032184,0.00007041805,0.0007036313,0.009274055],"study_design_scores_gemma":[0.0004528694,0.0002740931,0.00006900595,0.00006806847,0.000006704985,0.000007497795,0.00006845075,0.4545256,0.5430793,0.0001350435,0.001257166,0.0000562555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606085,0.000806749,0.03773888,0.0002563726,0.0001930907,0.0001016611,7.701872e-7,0.00004872842,0.000245201],"genre_scores_gemma":[0.998207,0.00004469842,0.001538341,0.00001325936,0.0001432989,0.000005992562,4.479443e-7,0.00002664906,0.00002027102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699175,"threshold_uncertainty_score":0.3614977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05935439204665746,"score_gpt":0.3245884618044889,"score_spread":0.2652340697578314,"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."}}