{"id":"W4388860497","doi":"10.1021/acsmacrolett.3c00616","title":"Colloidal Nafion Particles: Are Cylinders Ubiquitous?","year":2023,"lang":"en","type":"article","venue":"ACS Macro Letters","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Office of Energy Efficiency; Hydrogen and Fuel Cell Technologies Office; Fuel Cell Technologies Program; Los Alamos National Laboratory; National Nuclear Security Administration; Fundação para a Ciência e a Tecnologia; U.S. Department of Energy; National Research Foundation of Korea; Office of Energy Efficiency and Renewable Energy; National Research Foundation","keywords":"Nafion; Ionomer; Materials science; Morphology (biology); Neutron scattering; Dispersion (optics); Chemical engineering; Colloid; Characterization (materials science); Scattering; Polymer chemistry; Polymer; Nanotechnology; Composite material; Chemistry; Optics; Physical chemistry; Copolymer; Electrochemistry; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001165136,0.0001478009,0.0001550253,0.00007946906,0.00007195905,0.00006657952,0.0001318111,0.0001015713,0.0000613875],"category_scores_gemma":[0.000009388563,0.0001401889,0.00005104709,0.0002790276,0.00003979979,0.00008409849,0.00003656775,0.0001230845,0.001102328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004356577,"about_ca_system_score_gemma":0.000004637162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001057121,"about_ca_topic_score_gemma":0.000004483181,"domain_scores_codex":[0.999091,0.00001886019,0.0001875034,0.0001614248,0.0001453465,0.0003958231],"domain_scores_gemma":[0.9996648,0.00003763802,0.00002978411,0.0001842022,0.00001073341,0.00007285435],"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":[0.0000104128,0.000008664046,0.0002871274,0.0002995941,0.00007140816,0.0002085923,0.0004754978,0.1111684,0.7504077,0.00001253601,0.1367199,0.0003302578],"study_design_scores_gemma":[0.002645096,0.00008350705,0.006341509,0.0003054745,0.0001301056,0.00005754737,0.001450941,0.02487494,0.8560407,0.0007456599,0.105605,0.001719587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942347,0.0001622264,0.0000342575,0.00195957,0.001519588,0.0001296106,0.00001214387,0.0009971065,0.0009507877],"genre_scores_gemma":[0.9981229,0.0003741686,0.00006536859,0.000969325,0.0002042312,0.00002052922,0.00001710507,0.00005546156,0.0001709135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.105633,"threshold_uncertainty_score":0.9996755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0094944120815778,"score_gpt":0.1960973539455957,"score_spread":0.1866029418640179,"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."}}