{"id":"W4392310386","doi":"10.2139/ssrn.4743577","title":"Tailored Interface Engineering of Co3fe7/Fe3c Heterojunctions for Enhancing Oxygen Reduction Reaction in Zinc-Air Batteries","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Heterojunction; Oxygen reduction reaction; Zinc; Interface (matter); Reduction (mathematics); Materials science; Oxygen; Oxygen reduction; Chemical engineering; Nanotechnology; Optoelectronics; Chemistry; Engineering; Metallurgy; Composite material; Electrode; Electrochemistry; Organic 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":[0.00006823638,0.0002040683,0.0002424341,0.0001678967,0.0001810505,0.0004856062,0.0003621731,0.0004050091,0.0009539897],"category_scores_gemma":[0.0001154541,0.0001196384,0.0001306887,0.0001769461,0.000135773,0.0001845736,0.0001751686,0.000267677,0.0002713566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002636306,"about_ca_system_score_gemma":0.00009043531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003624511,"about_ca_topic_score_gemma":0.0009619508,"domain_scores_codex":[0.9999419,0.000003559808,0.000002770283,0.00001271157,0.00002263277,0.0000164212],"domain_scores_gemma":[0.9999689,0.000005638743,0.000006006825,0.00000361096,0.00001034264,0.00000549891],"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":[0.00008503035,0.00004169419,0.0001662936,0.00007363131,0.00001120772,0.00008213859,0.00002493942,0.0004833561,0.9952953,0.0004775785,0.0001482205,0.003110631],"study_design_scores_gemma":[0.00001764697,0.00007836881,0.0009144914,0.000007168331,0.00001404585,0.00006790042,0.00003996653,0.004107002,0.9932157,0.0001185155,0.001412714,0.00000636904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958021,0.0005350268,0.001563982,0.00006051542,0.00004694419,0.000009782821,0.00005407435,0.00005493821,0.001872733],"genre_scores_gemma":[0.997801,0.0001992491,0.000962992,0.000021322,0.000006436338,0.000008884375,0.00004401485,0.00002001808,0.0009360759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009539897,"threshold_uncertainty_score":0.003191471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084083185715331,"score_gpt":0.2666644840170156,"score_spread":0.2558236521598623,"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."}}