{"id":"W4220818491","doi":"10.1002/er.7781","title":"Simultaneous improvement of power density and durability of sulfonated poly(ether ether ketone) membrane by embedding <scp> CeO <sub>2</sub> ‐ATiO <sub>2</sub> </scp> : A comprehensive study in low humidity proton exchange membrane fuel cells","year":2022,"lang":"en","type":"article","venue":"International Journal of Energy Research","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Korea Institute of Energy Technology Evaluation and Planning; National Research Foundation of Korea","keywords":"Materials science; Membrane; Chemical engineering; Nanocomposite; Proton exchange membrane fuel cell; Thermogravimetric analysis; Polymer chemistry; Ether; Conductivity; Nuclear chemistry; Composite material; Chemistry; Organic chemistry; Physical chemistry","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":[0.00008028123,0.0002668468,0.0001534635,0.0001019845,0.00008958344,0.0001636075,0.000157581,0.0002267141,0.000391655],"category_scores_gemma":[0.00008378972,0.00008993738,0.0001678328,0.0001264823,0.0000751729,0.0003706381,0.0001463641,0.0002281048,0.0001284534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498278,"about_ca_system_score_gemma":0.00008296815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002610394,"about_ca_topic_score_gemma":0.000532263,"domain_scores_codex":[0.9999404,0.000004537928,0.000006037661,0.00001574538,0.0000222874,0.00001094346],"domain_scores_gemma":[0.9999629,0.000004364297,0.000009271691,0.000003350962,0.00001426519,0.000005738347],"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":[0.00002125435,0.000007464522,0.0001087135,0.00003313219,0.000003702159,0.00002379802,0.000005185525,0.00007029025,0.9978644,0.00002215575,0.00001517908,0.001824734],"study_design_scores_gemma":[0.00000108236,0.00003459828,0.0005529448,7.60632e-7,0.000005390843,0.00003945358,0.000004968925,0.0003643062,0.9985715,0.000004771105,0.000418632,0.000001591632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994558,0.001838853,0.002732796,0.00003925605,0.0000177108,0.000007595921,0.00006373569,0.00004223007,0.0006999958],"genre_scores_gemma":[0.9957974,0.001119998,0.001870047,0.00001451926,0.00000644521,0.00000664392,0.00006773839,0.000007058387,0.001110133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000391655,"threshold_uncertainty_score":0.001310229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533981120570005,"score_gpt":0.2724761378086087,"score_spread":0.2571363266029087,"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."}}