{"id":"W4414209373","doi":"10.1016/j.molliq.2025.128533","title":"Development of a low-damage Zwitterionic viscoelastic fracturing fluids utilizing noncovalent bonding for unconventional reservoirs","year":2025,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Viscoelasticity; Non-covalent interactions; Rheology; Hydrogen bond; Fracturing fluid","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002066972,0.0004382022,0.000167878,0.0003139359,0.0002128086,0.000308071,0.0004711933,0.000395753,0.001140448],"category_scores_gemma":[0.0002855904,0.0001825547,0.0002235502,0.00021297,0.0002077369,0.0009030242,0.0005908348,0.0005186237,0.0004639894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115474,"about_ca_system_score_gemma":0.000361121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002318018,"about_ca_topic_score_gemma":0.0005917771,"domain_scores_codex":[0.9999114,0.000008394403,0.00000805928,0.00001688142,0.000039101,0.00001614264],"domain_scores_gemma":[0.9998788,0.00001885443,0.00004086825,0.00001435213,0.00002818421,0.00001905794],"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":[0.00001371306,0.00003167699,0.0001106686,0.00005370138,0.000003838166,0.00004123668,0.00002897063,0.0003717858,0.9924891,0.0008035247,0.00007176143,0.005980026],"study_design_scores_gemma":[0.000004893855,0.0001562511,0.0001930853,0.000003915588,0.000004888122,0.0000576119,0.00001314035,0.003915462,0.9923612,0.00008522001,0.003194349,0.00001001863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844731,0.001181987,0.108928,0.0002460468,0.00009849681,0.0001690904,0.0001750154,0.0004530775,0.004275266],"genre_scores_gemma":[0.9135886,0.0008323027,0.07986226,0.00008432704,0.00003008905,0.0001305778,0.0001884797,0.00008745067,0.005196051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001140448,"threshold_uncertainty_score":0.003815174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008791902509850881,"score_gpt":0.2564701387373186,"score_spread":0.2476782362274677,"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."}}