{"id":"W4414308306","doi":"10.1016/j.ensm.2025.104621","title":"Surface lattice regulation drives energy coupling to stabilize high-energy Mn-based Prussian blue analogue cathode","year":2025,"lang":"en","type":"article","venue":"Energy storage materials","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Prussian blue; Cathode; Delocalized electron; Energy storage; Redox; Lattice (music); Kinetic energy; Ion","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":[0.0004267601,0.0005705744,0.0007587099,0.00031246,0.0001991707,0.0002476465,0.0004615433,0.0002540884,0.0007605737],"category_scores_gemma":[0.00007197258,0.0006179792,0.00005270058,0.0004816984,0.00006004031,0.0003026286,0.0001560386,0.00006356653,0.00001830154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004265814,"about_ca_system_score_gemma":0.00007291765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008643058,"about_ca_topic_score_gemma":0.0002620574,"domain_scores_codex":[0.9971853,0.0002200555,0.0009087182,0.0006718592,0.0003358184,0.0006782401],"domain_scores_gemma":[0.9984591,0.000208859,0.0001767865,0.0008965782,0.0001035141,0.0001551504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005885409,0.00003006395,0.000006533335,0.00007470843,0.00005454048,0.00001142901,0.00004986682,0.483783,0.4783088,0.0364384,0.001029166,0.0001546611],"study_design_scores_gemma":[0.0005807948,0.0000513909,0.0002088701,0.0001939192,0.00006099425,0.000001533448,0.00003557592,0.005488082,0.9626576,0.001993391,0.02806661,0.0006611991],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5927348,0.000175385,0.4014366,0.000210073,0.004039879,0.0001313934,0.0002898417,0.0006523788,0.0003296942],"genre_scores_gemma":[0.9867207,0.00003830107,0.009555298,0.0006714648,0.0003597253,0.0001529363,0.0005818685,0.0001490928,0.001770572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4843489,"threshold_uncertainty_score":0.9996272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009165521296171954,"score_gpt":0.2313959362737485,"score_spread":0.2222304149775765,"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."}}