{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001351895,0.0003750281,0.0006790528,0.00007665465,0.0002180678,0.00005842363,0.0003480328,0.0001717563,0.0007270204],"category_scores_gemma":[0.0009639881,0.0002456169,0.0001114225,0.0002751969,0.001361225,0.0004904096,0.0005610224,0.0001469962,0.0002352414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321315,"about_ca_system_score_gemma":0.0001100538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007059384,"about_ca_topic_score_gemma":0.00002699545,"domain_scores_codex":[0.9963591,0.0004458725,0.0007578744,0.0008912936,0.0005657224,0.0009801742],"domain_scores_gemma":[0.9970958,0.001173425,0.0003007022,0.0006690155,0.0003912399,0.0003697737],"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":[0.0002773064,0.0001989634,0.01235871,0.00006621293,0.00001200758,0.0001143315,0.0003617928,0.000002786863,0.9814836,0.0018969,0.00009110431,0.003136319],"study_design_scores_gemma":[0.001214024,0.0005158596,0.007648013,0.00008213086,0.00004497923,0.00001171249,0.0002216868,0.00006631471,0.987322,0.002113096,0.0004131405,0.0003470258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961103,0.001150725,0.0009289136,0.0003712751,0.0002745422,0.0006509511,0.00004712716,0.0001332922,0.0003328623],"genre_scores_gemma":[0.9968368,0.0002716518,0.00158727,0.00003826134,0.00006350133,0.00007718568,0.00000398701,0.00003429778,0.001086989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005838449,"threshold_uncertainty_score":0.9999996,"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."}}