{"id":"W3135162642","doi":"10.1021/acs.energyfuels.0c03898","title":"Theoretical and Experimental Approach for Understanding the Interactions Among SiO<sub>2</sub>Nanoparticles, CaCO<sub>3</sub>, and Xanthan Gum Components of Water-Based Mud","year":2021,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Xanthan gum; Nanoparticle; Chemical engineering; Chemistry; Materials science; Nanotechnology; Rheology; Composite material; 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":[0.0003507432,0.0008341033,0.0005327016,0.0003739585,0.0004272625,0.0004270245,0.001168863,0.001124303,0.002736718],"category_scores_gemma":[0.0007034815,0.0004257378,0.0006938038,0.0002509369,0.0006577126,0.001310916,0.0004696518,0.001129826,0.0006922682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007545969,"about_ca_system_score_gemma":0.0007293987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001383662,"about_ca_topic_score_gemma":0.001013014,"domain_scores_codex":[0.9998355,0.00002174787,0.000007878149,0.00003766757,0.00007297393,0.00002428511],"domain_scores_gemma":[0.9997804,0.0001038279,0.00003672161,0.00003244802,0.00003506013,0.00001157999],"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":[0.0001295856,0.0004682022,0.002833166,0.00191573,0.0001238508,0.0005926009,0.0002448629,0.2545625,0.5941453,0.1227094,0.0007753161,0.02149937],"study_design_scores_gemma":[0.00002286399,0.0002093159,0.001470286,0.00005432667,0.00004262872,0.00019545,0.0001641719,0.8726942,0.0975951,0.0213251,0.006190597,0.00003594419],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3380061,0.004254219,0.6198685,0.001189073,0.0002706655,0.0003108604,0.0008427178,0.0006435657,0.03461433],"genre_scores_gemma":[0.8121542,0.005263547,0.1765779,0.0003133219,0.0000837187,0.0008033339,0.0005998085,0.0001027186,0.004101321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002736718,"threshold_uncertainty_score":0.009155214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483427538541218,"score_gpt":0.2049464194348021,"score_spread":0.1901121440493899,"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."}}