{"id":"W4391219279","doi":"10.1103/prxlife.2.013005","title":"Impact of Isotopic Exchange on Hydrated Protein Dynamics Revealed by Polarized Neutron Scattering","year":2024,"lang":"en","type":"article","venue":"PRX Life","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Laue-Langevin; French Infrastructure for Integrated Structural Biology; Ministère de l'Education Nationale, de l'Enseignement Supérieur et de la Recherche; Ministère de l'Éducation Nationale; Agence Nationale de la Recherche; College of Natural Resources and Sciences, Humboldt State University; Communauté Université Grenoble Alpes; Strong; Centre National de la Recherche Scientifique; Cree Board of Health and Social Services of James Bay","keywords":"Neutron scattering; Dynamics (music); Protein dynamics; Neutron; Chemical physics; Scattering; Small-angle neutron scattering; Nuclear physics; Materials science; Chemistry; Physics; Nuclear magnetic resonance; Optics; Protein structure","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004874635,0.0001214596,0.0001514204,0.00004008889,0.00004972037,0.00005608523,0.000110509,0.00002493064,0.0002758045],"category_scores_gemma":[0.000001454877,0.0001062667,0.0001208262,0.0001869654,0.00002194236,0.0000694538,0.00003704862,0.0001375748,0.00009151219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003993722,"about_ca_system_score_gemma":0.00004614668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004187776,"about_ca_topic_score_gemma":0.000001110736,"domain_scores_codex":[0.9993827,0.00002030661,0.0001588997,0.0001893015,0.00008528472,0.0001634545],"domain_scores_gemma":[0.9996185,0.00001730026,0.00005647938,0.0002125523,0.00002280703,0.00007240208],"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":[0.00004752021,0.000589314,0.01135023,0.0001992298,0.000405229,8.863703e-7,0.0003321404,0.00005514398,0.8737075,0.08109601,0.007739279,0.02447752],"study_design_scores_gemma":[0.01124767,0.00429528,0.240053,0.003857557,0.0008548662,0.000003634446,0.0007531196,0.4364437,0.08571827,0.1087076,0.1016393,0.006426101],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940135,0.00005108225,0.001139479,0.0004975109,0.00003841524,0.0004014984,0.0002734843,0.00005375706,0.003531283],"genre_scores_gemma":[0.9986936,0.000001264369,0.00006792827,0.0000231776,0.0001789116,0.00007429815,0.0001361141,0.00003018873,0.0007944627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7879892,"threshold_uncertainty_score":0.4333431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008202740680480314,"score_gpt":0.2638982717149475,"score_spread":0.2556955310344672,"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."}}