{"id":"W4384930695","doi":"10.1002/adfm.202305204","title":"A Lean‐Zinc and Zincophilic Anode for Highly Reversible Zinc Metal Batteries","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced battery technologies research","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Science Foundation of Shandong Province; State Key Laboratory of Heavy Oil Processing; National Natural Science Foundation of China","keywords":"Anode; Zinc; Materials science; Nucleation; Galvanic anode; Overpotential; Chemical engineering; Metal; Cobalt; Cathode; Metallurgy; Electrode; Cathodic protection; Electrochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001968717,0.0002456011,0.0003298453,0.0002627644,0.0001776211,0.00005487039,0.0001721147,0.0001236996,0.0002166974],"category_scores_gemma":[0.0001906759,0.0002464935,0.00004909669,0.0003688289,0.0001386468,0.0004998702,0.0001760498,0.0001056063,0.0002203013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009650848,"about_ca_system_score_gemma":0.00001752697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002880128,"about_ca_topic_score_gemma":0.000003316442,"domain_scores_codex":[0.9985807,0.00001548342,0.0002971588,0.0003700962,0.0002208209,0.0005157678],"domain_scores_gemma":[0.9992824,0.0002566375,0.00004336401,0.000275607,0.0000756279,0.00006641564],"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":[0.0001467318,0.000008663001,0.00003943354,0.0002299593,0.00006531022,0.000009039367,0.00001558258,0.006309703,0.9831524,0.002252672,0.004084653,0.003685816],"study_design_scores_gemma":[0.001080585,0.0001819386,0.002141119,0.00005187807,0.0000227199,0.00002781215,0.0001456147,0.0004611441,0.931453,0.02555113,0.03842451,0.000458579],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856003,0.0002396417,0.008434658,0.0006345797,0.001641751,0.0005985178,0.0005053851,0.0021167,0.000228502],"genre_scores_gemma":[0.9906539,0.0004135353,0.006213511,0.00009456345,0.000212411,0.0005805144,0.0002773525,0.00009350045,0.001460655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05169946,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500981542729721,"score_gpt":0.2593534294100325,"score_spread":0.2343436139827353,"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."}}