{"id":"W2945055598","doi":"10.1103/physreve.99.052504","title":"Model-free description of polymer-coated gold nanoparticle dynamics in aqueous solutions obtained by Bayesian analysis of neutron spin echo data","year":2019,"lang":"en","type":"article","venue":"Physical review. E","topic":"NMR spectroscopy and applications","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Forschungszentrum Jülich","keywords":"Neutron spin echo; Relaxation (psychology); Statistical physics; Nanoparticle; Molecular dynamics; Nanosecond; Neutron; Polymer; Materials science; Aqueous solution; Chemical physics; Neutron scattering; Physics; Chemistry; Nuclear magnetic resonance; Nuclear physics; Nanotechnology; Quantum mechanics; Physical chemistry; Small-angle neutron scattering","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001447106,0.0001410506,0.0005424063,0.00007318513,0.00002784892,0.000009979992,0.0005171227,0.00002089176,0.00005267651],"category_scores_gemma":[0.0000100094,0.0001357222,0.0001707672,0.001102862,0.00004838897,0.0001972049,0.0001741988,0.0001303033,0.00001298435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005504156,"about_ca_system_score_gemma":0.00004740412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008061651,"about_ca_topic_score_gemma":0.0001279486,"domain_scores_codex":[0.9987865,0.00005830423,0.0004309013,0.0003198837,0.0001614506,0.0002429405],"domain_scores_gemma":[0.9984544,0.00004223156,0.0002367314,0.001155828,0.00004743727,0.00006338427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002124995,0.001536196,0.01609301,0.0001813801,0.0003364869,1.07253e-7,0.00005434179,0.001720685,0.8064283,0.1687102,0.001139921,0.003778142],"study_design_scores_gemma":[0.0002895259,0.00004134847,0.0008742832,0.000132159,0.00067218,3.71634e-8,0.00003295238,0.9685012,0.02354319,0.005718786,0.00004523529,0.0001491019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781677,0.001272969,0.01694308,0.0005185246,0.00001393927,0.0004776935,0.001024631,0.00001808659,0.001563401],"genre_scores_gemma":[0.9985529,0.0001252831,0.000221372,0.0000341572,0.00001906023,0.00003877393,0.0008861003,0.00001276412,0.0001095828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9667805,"threshold_uncertainty_score":0.553459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292366715219587,"score_gpt":0.3451371737148125,"score_spread":0.3222135065626167,"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."}}