{"id":"W4404777675","doi":"10.1002/aenm.202403150","title":"Highly Stabilized Ni‐Rich Cathodes Enabled by Artificially Reversing Naturally‐Formed Interface","year":2024,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Western University; National Natural Science Foundation of China; Canada Research Chairs; Canadian Light Source","keywords":"Reversing; Materials science; Cathode; Interface (matter); Nanotechnology; Chemical engineering; Composite material; Electrical engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001877192,0.0003043156,0.0003557883,0.0001187091,0.0001194881,0.0002562649,0.0001774015,0.0001343415,0.0001632941],"category_scores_gemma":[0.0000250891,0.0002959869,0.00004677759,0.0002914634,0.00002837963,0.0004711927,0.00003337942,0.0001502239,0.00003620963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310468,"about_ca_system_score_gemma":0.00003032686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005527415,"about_ca_topic_score_gemma":0.00005749431,"domain_scores_codex":[0.9983886,0.00007112348,0.0004439965,0.0003558684,0.000178958,0.0005614764],"domain_scores_gemma":[0.999521,0.00007792047,0.00004417087,0.0002228058,0.00005258378,0.00008155932],"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":[0.00006514784,0.00001120471,2.850441e-7,0.0001457087,0.00004903479,0.00001131788,0.0001586784,0.004012143,0.9861273,0.002883664,0.002175181,0.004360321],"study_design_scores_gemma":[0.0002521133,0.00005419621,0.000001714178,0.0001555856,0.00002367637,0.00002014678,0.000031655,0.001094943,0.9806114,0.001166477,0.01623908,0.0003489668],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684461,0.004860707,0.02015369,0.0002556808,0.002018308,0.0001447702,0.00004193886,0.001909269,0.002169567],"genre_scores_gemma":[0.9954726,0.0005174318,0.002077883,0.0001263403,0.0001344201,0.00006840183,0.000126346,0.0001011019,0.001375443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02702656,"threshold_uncertainty_score":0.9999492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00378594000374628,"score_gpt":0.2160214227556871,"score_spread":0.2122354827519409,"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."}}