{"id":"W2501326544","doi":"10.1007/s10570-016-1015-x","title":"Rheological behavior and particle suspension capability of guar gum: sodium tetraborate decahydrate gels containing cellulose nanofibrils","year":2016,"lang":"en","type":"article","venue":"Cellulose","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Institute for Nanotechnology; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates Bio Solutions","keywords":"Guar gum; Materials science; Rheology; Viscoelasticity; Shear rate; Suspension (topology); Fracturing fluid; Carreau fluid; Composite material; Viscosity; Thixotropy; Cellulose; Shear thinning; Guar; Carboxymethyl cellulose; Shear (geology); Chemical engineering; Chemistry; Sodium","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":[0.0002980681,0.0002210032,0.0001509653,0.0002017907,0.0001501609,0.0001980227,0.0001333662,0.0002286433,0.0009104728],"category_scores_gemma":[0.0003428086,0.0001016088,0.0001774554,0.0001201555,0.000153283,0.0002729053,0.00009830102,0.0003941253,0.0002245354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001365432,"about_ca_system_score_gemma":0.0001088032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009659146,"about_ca_topic_score_gemma":0.0008450831,"domain_scores_codex":[0.9998699,0.00001760877,0.00001500274,0.00004031333,0.0000250278,0.00003208825],"domain_scores_gemma":[0.9996605,0.0001171367,0.00007624636,0.00002377181,0.00006880125,0.00005354063],"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":[0.0001051822,0.00001565157,0.0001412252,0.0000215358,0.000004298842,0.00002460289,0.00004112581,0.00004815882,0.9990063,0.00001651406,0.00001565251,0.0005597715],"study_design_scores_gemma":[0.000006389092,0.000216786,0.002062907,0.000003694977,0.00001408925,0.00002083448,0.00002102063,0.0005499336,0.9968741,0.000008575648,0.0002164988,0.000005004741],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980847,0.0004093469,0.0007520825,0.00002838197,0.00001745046,0.00000473794,0.00009230631,0.00003260852,0.0005784223],"genre_scores_gemma":[0.9976203,0.0002394557,0.0008425636,0.00002569265,0.00001064536,0.000008760778,0.0001812801,0.00001837421,0.001052849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009659146,"threshold_uncertainty_score":0.003045797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03058112502837072,"score_gpt":0.2907658902603976,"score_spread":0.2601847652320268,"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."}}