{"id":"W4320502716","doi":"10.1039/d2ta07774d","title":"Approaches to construct high-performance Mg–air batteries: from mechanism to materials design","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Chemistry A","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Institut National de la Recherche Scientifique","funders":"Fundamental Research Funds for the Central Universities; China Scholarship Council; National Natural Science Foundation of China","keywords":"Battery (electricity); Mechanism (biology); Construct (python library); Energy storage; Computer science; Mechanical engineering; Engineering; Automotive engineering; Physics","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":[0.000678872,0.0009525887,0.0008224361,0.001040856,0.0005152836,0.001233023,0.001468229,0.001020084,0.001799629],"category_scores_gemma":[0.0004055517,0.0005809039,0.0005669724,0.000721645,0.0009417363,0.003406912,0.0008801012,0.001669299,0.00145134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008001007,"about_ca_system_score_gemma":0.0007492354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000295694,"about_ca_topic_score_gemma":0.0009121156,"domain_scores_codex":[0.9998418,0.00002161748,0.00001761998,0.00002950434,0.00007028421,0.00001911852],"domain_scores_gemma":[0.9998972,0.00003106844,0.00001746768,0.00001324233,0.00003174914,0.000009168935],"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":[0.0001615572,0.0003441726,0.0006165297,0.01219334,0.0001550849,0.0006221281,0.0004416988,0.0117411,0.5027102,0.2838464,0.003895865,0.183272],"study_design_scores_gemma":[0.000109811,0.001250795,0.0005789792,0.0006817219,0.0001215252,0.00109358,0.0003368619,0.01235197,0.5066737,0.06678051,0.4099308,0.00008976505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1081389,0.3456316,0.4692318,0.006199582,0.00196429,0.001030715,0.0005368478,0.001225237,0.06604101],"genre_scores_gemma":[0.4235199,0.2979592,0.2579112,0.001025713,0.0004203352,0.001487923,0.0006121443,0.0003030325,0.01676046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001799629,"threshold_uncertainty_score":0.006020427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05734362034671709,"score_gpt":0.2330952516781643,"score_spread":0.1757516313314473,"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."}}