{"id":"W4291124100","doi":"10.1016/j.joule.2022.06.002","title":"Toward practical aqueous zinc-ion batteries for electrochemical energy storage","year":2022,"lang":"en","type":"article","venue":"Joule","topic":"Advanced battery technologies research","field":"Engineering","cited_by":653,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; Office of Science; University of Waterloo; U.S. Department of Energy","keywords":"Bachelor; Anode; Engineering physics; Engineering; Chemistry; Library science; Chemical engineering; Political science; Computer science; Physical chemistry; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00008727985,0.0001151913,0.0001413695,0.00008795479,0.0001204636,0.00002345182,0.0002165159,0.0000698912,0.0002902551],"category_scores_gemma":[0.0001415165,0.0001248044,0.00005231664,0.0001690821,0.00004130429,0.0001173653,0.0002106081,0.0004048724,0.000009557207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324637,"about_ca_system_score_gemma":0.00002737024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000257667,"about_ca_topic_score_gemma":0.000002012367,"domain_scores_codex":[0.9990205,0.00002108728,0.0001388886,0.0001863964,0.0002228943,0.0004101977],"domain_scores_gemma":[0.999525,0.0001533161,0.00001951784,0.0002317468,0.00002354829,0.0000468521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001944615,0.0001321958,0.00003636098,0.0001170557,0.00008190311,0.0001382597,0.0001455403,0.005513109,0.8506816,0.004790888,0.1035276,0.03464104],"study_design_scores_gemma":[0.0003419893,0.0002923357,0.00001242768,0.00000356494,0.00000736084,0.0001421738,0.000236092,0.02692179,0.3195517,0.004171254,0.6480548,0.0002645363],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1818343,0.000891351,0.8034226,0.006977001,0.0007664019,0.0004805303,0.00007300641,0.00254607,0.003008781],"genre_scores_gemma":[0.9905216,0.00006526661,0.008019413,0.0001845019,0.000115584,0.00053278,0.00003994862,0.00005708343,0.0004637833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8086873,"threshold_uncertainty_score":0.5089374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02361015555376531,"score_gpt":0.2880372240752749,"score_spread":0.2644270685215095,"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."}}