{"id":"W7132161006","doi":"","title":"Characterization of concentrated aqueous CNC suspensions by static multiple light scattering: equivalent particle size and suspension stability","year":2018,"lang":"en","type":"article","venue":"NPARC","topic":"Electrostatics and Colloid Interactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Particle size; Suspension (topology); Characterization (materials science); Stability (learning theory); Particle (ecology); Aqueous solution","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008550114,0.0002209501,0.000352722,0.0006753156,0.0006071508,0.0006007654,0.0005241705,0.0006700522,0.004227776],"category_scores_gemma":[0.001923719,0.0001502419,0.0001760129,0.0003405412,0.0003705362,0.0005652708,0.000229559,0.0004872353,0.001087124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005609994,"about_ca_system_score_gemma":0.0004966214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003236722,"about_ca_topic_score_gemma":0.003409513,"domain_scores_codex":[0.9990089,0.00005984488,0.00005729345,0.0001989155,0.0006087908,0.00006629381],"domain_scores_gemma":[0.9979983,0.0002217177,0.0001324642,0.00008306354,0.001474792,0.0000896783],"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":[0.00008907804,0.00003208687,0.0009732921,0.00006228348,0.000009076026,0.00005945228,0.00007397431,0.00008653077,0.9932354,0.00009093696,0.0003621819,0.004925624],"study_design_scores_gemma":[0.000008086741,0.0001034734,0.009577516,0.000009732432,0.00001308181,0.00007824798,0.00005376505,0.001197038,0.9868521,0.00004182338,0.00205106,0.00001410801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826714,0.00124614,0.005951152,0.00037223,0.0002081903,0.0001541382,0.0006402647,0.0001513548,0.008605127],"genre_scores_gemma":[0.9783064,0.0005068925,0.006848475,0.0002455798,0.00005922386,0.00007390271,0.001187646,0.0001206734,0.01265115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004227776,"threshold_uncertainty_score":0.01414335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347664682707469,"score_gpt":0.239780721383992,"score_spread":0.2263040745569173,"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."}}