{"id":"W4377195640","doi":"10.21203/rs.3.rs-2957088/v1","title":"Colloidal NafionTM particles: Are Cylinders Ubiquitous?","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Office of Energy Efficiency; Hydrogen and Fuel Cell Technologies Office; 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; Morphology (biology); Ionomer; Neutron scattering; Materials science; Particle (ecology); Dispersion (optics); Chemical engineering; Colloid; RADIUS; Small-angle neutron scattering; Cluster (spacecraft); Scattering; Chemical physics; Chemistry; Polymer; Composite material; Optics; Physical chemistry; Physics; Copolymer; Electrochemistry","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":[0.0006970386,0.0001780496,0.000630784,0.0004510128,0.0009290219,0.003095326,0.0006425204,0.002371646,0.006403624],"category_scores_gemma":[0.002385468,0.00037053,0.0001359824,0.000610748,0.001752326,0.004790298,0.0008823163,0.0009746166,0.001678781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00065768,"about_ca_system_score_gemma":0.0004398492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019687,"about_ca_topic_score_gemma":0.00177565,"domain_scores_codex":[0.9993686,0.00006186258,0.00002562244,0.000236579,0.0001826559,0.0001247602],"domain_scores_gemma":[0.9991068,0.000308143,0.0001852206,0.0001449989,0.0001393746,0.0001155035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008034239,0.0001005109,0.01499217,0.002078197,0.0001255676,0.002501378,0.003897022,0.001192752,0.233432,0.4418887,0.04325787,0.2557303],"study_design_scores_gemma":[0.000060002,0.0002313441,0.01597957,0.0006920697,0.000118051,0.006169209,0.006308489,0.002507296,0.1368228,0.2318625,0.5991367,0.0001120951],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6984892,0.09962401,0.05755839,0.03759156,0.002160068,0.00005428649,0.002079244,0.0007321904,0.101711],"genre_scores_gemma":[0.9569535,0.01922461,0.008786754,0.001326256,0.0005181698,0.00003489296,0.0007308495,0.0001285884,0.01229639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006403624,"threshold_uncertainty_score":0.02142227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09541772542830036,"score_gpt":0.3538348391665603,"score_spread":0.2584171137382599,"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."}}