{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008260199,0.0001282706,0.0001804735,0.00001232106,0.0001382307,0.0000409106,0.00007668154,0.00005331894,0.002970526],"category_scores_gemma":[0.0002004337,0.0001240686,0.00003237122,0.0001100521,0.0001446925,0.0001179013,0.00005628557,0.0001002195,0.00001360176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000631039,"about_ca_system_score_gemma":0.00004572099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002940966,"about_ca_topic_score_gemma":0.00005038407,"domain_scores_codex":[0.9989566,0.00003399097,0.0003314206,0.0002505462,0.0001624917,0.0002649326],"domain_scores_gemma":[0.9990644,0.0001908802,0.0001474687,0.0002580685,0.0002256217,0.000113566],"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":[0.00009396147,0.0001875907,0.004145277,0.00004019672,0.00002185546,0.000001568477,0.0004956505,1.565709e-7,0.9939787,0.0001112133,0.0003838351,0.0005399308],"study_design_scores_gemma":[0.0005308959,0.0001230661,0.001247736,0.00004739908,0.0000255017,0.000005865883,0.0001563493,0.005911788,0.9901974,0.0002265869,0.001400152,0.0001272978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974968,0.00001243956,0.0001532778,0.0007646322,0.00006714231,0.0001281451,0.00007378652,0.00004587011,0.001257898],"genre_scores_gemma":[0.9991327,0.0000417023,0.0002011909,0.00009112402,0.00003171911,0.00001496879,0.00006873192,0.00001825259,0.0003996199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005911631,"threshold_uncertainty_score":0.9979409,"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."}}