{"id":"W4200318672","doi":"10.1021/acssuschemeng.1c06040","title":"Co-N-Doped Directional Multichannel PAN/CA-Based Electrospun Carbon Nanofibers as High-Efficiency Bifunctional Oxygen Electrocatalysts for Zn–Air Batteries","year":2021,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Shaanxi University of Science and Technology; Natural Science Foundation of Shaanxi Province; National Natural Science Foundation of China; China Postdoctoral Science Foundation; Zhejiang Provincial Postdoctoral Science Foundation","keywords":"Bifunctional; Polyacrylonitrile; Nanofiber; Oxygen evolution; Electrospinning; Electrocatalyst; Materials science; Chemical engineering; Carbon nanofiber; Overpotential; Cellulose; Nanotechnology; Carbon fibers; Electrode; Polymer; Chemistry; Electrochemistry; Catalysis; Composite material; Organic chemistry; Carbon nanotube; Composite number","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":[0.0001207282,0.0002801266,0.0001544669,0.000173587,0.0001095065,0.0002022889,0.0001883783,0.0002339481,0.000348056],"category_scores_gemma":[0.0001432304,0.0001273871,0.0001507705,0.0001108691,0.0001431523,0.0003468457,0.000139409,0.0002556735,0.0001437942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002517022,"about_ca_system_score_gemma":0.0001653712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006626794,"about_ca_topic_score_gemma":0.002767515,"domain_scores_codex":[0.9999067,0.000006607714,0.000007799806,0.00003461191,0.00003032171,0.00001408701],"domain_scores_gemma":[0.9999235,0.0000121761,0.0000249539,0.000009396809,0.00001526296,0.00001477646],"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":[0.00001660344,0.000008379734,0.00004995117,0.00001969017,0.000001775192,0.00001770572,0.000005554121,0.000112278,0.9987316,0.00005671908,0.00002091455,0.0009588767],"study_design_scores_gemma":[0.000004384128,0.00002369246,0.0004360737,0.000001088999,0.000003589167,0.00002965715,0.000003766818,0.001518374,0.9973835,0.00001249146,0.0005805293,0.000002858155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882791,0.0008865492,0.008889682,0.00006205559,0.00004709339,0.00003031217,0.0001366407,0.0001563199,0.001512199],"genre_scores_gemma":[0.9907818,0.0003013898,0.00754196,0.0000157129,0.00001166493,0.00002074143,0.00006683447,0.00002310337,0.001236697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006626794,"threshold_uncertainty_score":0.001826167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00329925504139675,"score_gpt":0.1925540832416775,"score_spread":0.1892548282002808,"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."}}