{"id":"W3089893102","doi":"10.1002/asia.202001031","title":"Defect Engineering of Carbon‐based Electrocatalysts for Rechargeable Zinc‐air Batteries","year":2020,"lang":"en","type":"review","venue":"Chemistry - An Asian Journal","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Institut national de la recherche scientifique","keywords":"Electrocatalyst; Carbon fibers; Oxygen evolution; Bifunctional; Materials science; Heteroatom; Nanotechnology; Electrochemistry; Catalysis; Electrochemical energy conversion; Oxygen reduction; Zinc; Chemistry; Electrode; Metallurgy; Composite number; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004302858,0.0008056578,0.002066117,0.0001867666,0.000138955,0.00006735251,0.0009803233,0.0005269967,0.000141894],"category_scores_gemma":[0.0002937729,0.0007819654,0.001496808,0.000532079,0.00005928181,0.0001711202,0.00006469741,0.001131146,0.00000836139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006919986,"about_ca_system_score_gemma":0.001370333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009576995,"about_ca_topic_score_gemma":0.000004201735,"domain_scores_codex":[0.9969347,0.00007801542,0.001080998,0.0006535741,0.0004734479,0.0007793193],"domain_scores_gemma":[0.9975144,0.00009942958,0.000991824,0.0006748622,0.0002214759,0.0004980128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002713541,0.0003101397,0.000004054103,0.08313422,0.003858263,0.0004655179,0.0002244295,0.0004351203,0.1439915,0.0001611951,0.004281823,0.7628624],"study_design_scores_gemma":[0.0004722377,0.000176791,6.898262e-8,0.004059149,0.0009872495,0.0007309278,0.00002103793,0.0003950106,0.1059029,0.00002544705,0.8865532,0.0006759329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000127611,0.995717,0.0008467388,0.0001558903,0.0002971303,0.0003003025,0.00002753403,0.0001888101,0.002338958],"genre_scores_gemma":[0.005247153,0.9854304,0.003018548,0.000118817,0.002311629,0.0002037169,0.002049075,0.0007341976,0.0008864998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8822714,"threshold_uncertainty_score":0.9994631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783213255192566,"score_gpt":0.2548296966112702,"score_spread":0.2369975640593445,"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."}}