{"id":"W4403667874","doi":"10.1016/j.molliq.2024.126334","title":"Drilling liquid from plant based oil using carbon based nanoparticles","year":2024,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Tertiary Education Trust Fund","keywords":"Nanoparticle; Carbon Nanoparticles; Petroleum engineering; Carbon fibers; Drilling; Drilling fluid; Environmental science; Materials science; Chemical engineering; Geology; Nanotechnology; Engineering; Metallurgy; Composite material","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":[0.00008904772,0.000259071,0.0001386556,0.0002064057,0.0001296904,0.0002679854,0.0001846246,0.0004055817,0.001319845],"category_scores_gemma":[0.0001527409,0.0001412523,0.0002195509,0.0001152466,0.0001511999,0.0005290656,0.0002283954,0.0005047739,0.0003865692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942641,"about_ca_system_score_gemma":0.0001542824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000477387,"about_ca_topic_score_gemma":0.001565254,"domain_scores_codex":[0.9999311,0.000006083189,0.000004977129,0.00001404429,0.00002718481,0.00001657804],"domain_scores_gemma":[0.9999368,0.00001896463,0.00001624133,0.000004122007,0.00001463177,0.000009271608],"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":[0.00007689453,0.00001678376,0.00007088668,0.0001003979,0.000003246489,0.00007951213,0.00002159265,0.0003255827,0.9954795,0.0002473969,0.0001025769,0.003475586],"study_design_scores_gemma":[0.000004561376,0.00009488993,0.0001376019,0.000005579081,0.000004140955,0.00003044839,0.00001795366,0.001674215,0.9968699,0.00002972972,0.00112655,0.000004466121],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818008,0.0009669747,0.009541656,0.0002468312,0.00008308153,0.00002695544,0.0001081325,0.000151141,0.00707433],"genre_scores_gemma":[0.9915735,0.0003919746,0.004472379,0.00005285643,0.000007838034,0.00001019525,0.00007409047,0.00002036889,0.003396712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001319845,"threshold_uncertainty_score":0.004415333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008373356017363538,"score_gpt":0.1990578597665148,"score_spread":0.1906845037491513,"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."}}