{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007244801,0.0001759572,0.0005359039,0.0005656692,0.0006056348,0.001661339,0.0005236978,0.001276172,0.001671935],"category_scores_gemma":[0.002152937,0.0003536442,0.0001046801,0.0005843833,0.001168672,0.002531777,0.0005089683,0.0004615814,0.0009337185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006165257,"about_ca_system_score_gemma":0.0004500182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003150494,"about_ca_topic_score_gemma":0.002584829,"domain_scores_codex":[0.9993427,0.0000671713,0.0000457213,0.0002137503,0.0002386154,0.00009200336],"domain_scores_gemma":[0.9988338,0.0003640894,0.000286919,0.0001235311,0.0002750571,0.0001165934],"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":[0.0008323721,0.00006128067,0.05954436,0.002152252,0.000173911,0.005767895,0.005318037,0.0007035475,0.644225,0.07017132,0.01680693,0.194243],"study_design_scores_gemma":[0.00007835236,0.000541928,0.1367108,0.0009443716,0.0002055946,0.02640368,0.01123524,0.004898156,0.3197683,0.06484611,0.434124,0.0002436049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8349047,0.08960711,0.02552739,0.01774075,0.0008834127,0.00007812698,0.00142677,0.0006460592,0.02918566],"genre_scores_gemma":[0.9726673,0.01765782,0.004583148,0.0007156239,0.0002781565,0.00002921231,0.0006373723,0.00006013668,0.003371159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003150494,"threshold_uncertainty_score":0.006264329,"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."}}