{"id":"W4388572054","doi":"10.1016/j.molliq.2023.123551","title":"Investigation of alcohol-based deep eutectic solvents for inhibiting hydration in shale formations","year":2023,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"Natural Science Foundation of Chongqing; Chongqing Municipal Education Commission; China Scholarship Council; Chongqing Municipal Education Commission Foundation","keywords":"Drilling fluid; Swelling; Alcohol; Oil shale; Chemistry; Surface tension; Eutectic system; Choline chloride; Chemical engineering; Zeta potential; Mineralogy; Materials science; Composite material; Drilling; Organic chemistry; Geology; Nanotechnology; Metallurgy; Nanoparticle","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004193052,0.00007333768,0.0001352585,0.0003926308,0.00001912649,0.00001326531,0.00006378105,0.00005345924,0.000001134661],"category_scores_gemma":[0.0001035636,0.00008013891,0.00008538019,0.0003617856,0.000008372842,0.0001572774,0.000006000807,0.0001099662,0.000001577428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005215224,"about_ca_system_score_gemma":0.00002454696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001365416,"about_ca_topic_score_gemma":0.000001839128,"domain_scores_codex":[0.9992338,0.00001360178,0.0004318937,0.00004373698,0.0001471822,0.0001297567],"domain_scores_gemma":[0.9996673,0.00005359777,0.00009626388,0.00005920364,0.00008221558,0.00004136175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006439041,0.000003266237,0.0001343369,0.00012854,0.00001335683,0.000004034932,0.0002073971,0.7647337,0.2343746,0.00005082309,0.000020431,0.0003231449],"study_design_scores_gemma":[0.0004234292,0.00005988139,0.0002340949,0.0001877105,0.00001257302,0.000003661014,0.00003289734,0.6274372,0.3711758,0.0003550282,0.00002202829,0.00005564527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6736016,0.00007213652,0.325981,0.00004807777,0.0001279897,0.00007252044,0.000001683597,0.00003526532,0.00005980818],"genre_scores_gemma":[0.995531,0.000009975483,0.004353609,0.00001687006,0.00004210826,0.000008361553,0.00001329677,0.00002237307,0.000002377315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3219295,"threshold_uncertainty_score":0.326797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174206550589132,"score_gpt":0.2317817467378246,"score_spread":0.2143610916789115,"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."}}