{"id":"W4285498300","doi":"10.1016/j.carbon.2022.07.023","title":"The Role of Carbon-Based Materials for Fuel Cells Performance","year":2022,"lang":"en","type":"article","venue":"Carbon","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":110,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"European Regional Development Fund; Bu-Ali Sina University; Consortium national de formation en santé, Volet Université d'Ottawa; Grantová Agentura České Republiky; Ministerstvo Školství, Mládeže a Tělovýchovy","keywords":"Materials science; Anode; Electrochemical energy conversion; Chemical energy; Carbon fibers; Proton exchange membrane fuel cell; Energy storage; Supercapacitor; Direct-ethanol fuel cell; Electrolyte; Cathode; Hydrogen fuel; Renewable fuels; Electrochemistry; Chemical engineering; Fossil fuel; Fuel cells; Waste management; Chemistry; Electrode; Composite material; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004337033,0.000109462,0.0001518106,0.00005344057,0.0001538483,0.000009573479,0.0003011207,0.00003766052,0.0000299417],"category_scores_gemma":[0.00002620229,0.00009175369,0.00006423745,0.0001432984,0.00004012124,0.00001786137,0.00007219218,0.00007158699,0.00000107495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008592,"about_ca_system_score_gemma":0.000119007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101259,"about_ca_topic_score_gemma":0.000109561,"domain_scores_codex":[0.9989684,0.00006355743,0.0002040568,0.0001685425,0.0003306811,0.0002647472],"domain_scores_gemma":[0.9992797,0.0001140623,0.0001276245,0.0003563468,0.00009225583,0.00002995976],"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":[0.0002399686,0.00002278573,0.000147996,0.00004895291,0.00002523891,6.237767e-7,0.0000828062,0.004858068,0.991134,0.001441306,0.00004156385,0.001956681],"study_design_scores_gemma":[0.0003976081,0.0001952898,0.00003194715,0.000004511448,0.00002578574,8.45066e-7,0.00008555513,0.01157313,0.9395511,0.0004175112,0.04761161,0.0001050929],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871777,0.00057501,0.000001029465,0.00005299436,0.0004752616,0.0001517015,0.000004996342,0.0000431558,0.01151813],"genre_scores_gemma":[0.9991656,0.00001938725,0.00001929028,0.00004519222,0.00007271816,0.0001683494,0.00002694313,0.0000328203,0.0004496966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05158289,"threshold_uncertainty_score":0.3741607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004535696530343485,"score_gpt":0.1836029908447642,"score_spread":0.1790672943144207,"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."}}