{"id":"W2023648222","doi":"10.1149/1.3496610","title":"Nafion/Sulfonated Silica Composite Membranes for PEM Fuel Cells","year":2010,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Nafion; Membrane; Conductivity; Proton exchange membrane fuel cell; Materials science; Composite number; Chemical engineering; Relative humidity; Fuel cells; Proton; Composite material; Polymer chemistry; Chemistry; Electrochemistry; Electrode","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":[0.0003128707,0.0004621018,0.0003863152,0.0004455413,0.000330126,0.0003307324,0.0002839694,0.0005754177,0.001345051],"category_scores_gemma":[0.0002494922,0.0002762438,0.0003303649,0.0002264756,0.0002365967,0.0007524603,0.0001996661,0.0004339799,0.0004203283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004406356,"about_ca_system_score_gemma":0.0003559228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006887455,"about_ca_topic_score_gemma":0.002065623,"domain_scores_codex":[0.9998779,0.00001622209,0.00001271511,0.00002368833,0.00005406121,0.0000152723],"domain_scores_gemma":[0.9999045,0.00002256143,0.00001515587,0.000007136632,0.00003916085,0.00001146551],"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":[0.0000610681,0.000009792453,0.0001148197,0.0001817666,0.000006302022,0.00005239856,0.00001414979,0.0002597879,0.9938439,0.0002384034,0.0001145362,0.005103169],"study_design_scores_gemma":[0.00001179608,0.0001096269,0.0005576381,0.00001549031,0.00001530376,0.0001132481,0.00002050242,0.001087747,0.9942297,0.0001253239,0.003704031,0.000009597437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259456,0.03682433,0.02976219,0.0008768959,0.0002452207,0.0001162265,0.0004164073,0.0004191647,0.005393909],"genre_scores_gemma":[0.9637846,0.009961437,0.0225746,0.00009870145,0.00006366886,0.00005635441,0.0003285875,0.00002640525,0.003105676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001345051,"threshold_uncertainty_score":0.004499614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005355139478453913,"score_gpt":0.1917720450024218,"score_spread":0.1864169055239679,"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."}}