{"id":"W3193536718","doi":"10.3791/62873","title":"Measuring the Time-evolution of Nanoscale Materials with Stopped-flow and Small-angle Neutron Scattering","year":2021,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Mixing (physics); Materials science; Small-angle neutron scattering; Neutron scattering; Neutron; Analytical Chemistry (journal); Sample (material); Chemistry; Chromatography; Nuclear physics; Physics","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":[0.0001631371,0.0001070432,0.0002059251,0.00002865789,0.00005600563,0.00002661156,0.0001007458,0.00005954886,0.00004154094],"category_scores_gemma":[0.00001593974,0.00006896511,0.00005618325,0.00004692471,0.00005567348,0.000008730462,0.00007174495,0.00005008557,6.302768e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001756649,"about_ca_system_score_gemma":0.00007343067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007602165,"about_ca_topic_score_gemma":0.000002202627,"domain_scores_codex":[0.9992325,0.0000935643,0.000269275,0.0001218812,0.0001578678,0.0001249121],"domain_scores_gemma":[0.9994211,0.000006055619,0.0002374272,0.0001481254,0.0001387506,0.00004855702],"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":[0.0002875506,0.00006127518,0.0008283151,0.00001930745,0.00007551664,0.000007281323,0.0001343691,0.000009478214,0.9982883,0.000004047017,0.00004016044,0.0002443978],"study_design_scores_gemma":[0.001179763,0.0002927448,0.003570431,0.00006523106,0.0000611049,0.0002082607,0.0001780858,0.000002499782,0.9938359,0.000002749307,0.0005220533,0.00008114816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986236,0.0008405221,0.0001814677,0.00005078167,0.0001847275,0.00007089676,0.00000536057,0.000001950177,0.00004068032],"genre_scores_gemma":[0.9982499,0.0000565862,0.001249792,0.00004642792,0.0002009283,0.000003139619,0.000006840166,0.00001481982,0.000171519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004452374,"threshold_uncertainty_score":0.2812315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01796231110457988,"score_gpt":0.3137248102169983,"score_spread":0.2957624991124185,"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."}}