{"id":"W4414532389","doi":"10.1021/acsnano.5c08138","title":"Metal Ion Release Assembly: A Versatile Strategy for Scalable and Tunable 2D-Material Coatings","year":2025,"lang":"en","type":"article","venue":"ACS Nano","topic":"MXene and MAX Phase Materials","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Ministry of Science and Technology, Taiwan; Air Force Office of Scientific Research; University of Maryland","keywords":"Nanosheet; Coating; Electrode; Graphene; Electrochemistry; Metal; Corrosion","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":[],"consensus_categories":[],"category_scores_codex":[0.0005927069,0.0001851422,0.0003365065,0.00008534256,0.0002482004,0.0003365054,0.0001841065,0.0001106537,0.0005305943],"category_scores_gemma":[0.0001816305,0.000165931,0.00004356978,0.0001311754,0.00006807064,0.0003710421,0.0001390664,0.00003315407,0.00006282754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003526105,"about_ca_system_score_gemma":0.0001487355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004190291,"about_ca_topic_score_gemma":0.00001872821,"domain_scores_codex":[0.9986445,0.00007360755,0.0003382835,0.0004017156,0.0001445025,0.0003973348],"domain_scores_gemma":[0.9993258,0.0001025116,0.0001202351,0.0002670288,0.0001052899,0.00007909499],"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":[0.0002177082,0.00005057114,0.00001273533,0.0001541071,0.00001071111,0.000003290544,0.00004802114,0.00001281951,0.9852356,0.003698379,0.009994837,0.000561231],"study_design_scores_gemma":[0.001024695,0.000171236,0.00002381624,0.00005166102,0.00006956967,0.000003508172,0.00009537329,0.00005590347,0.9707708,0.002175312,0.02538677,0.0001713293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938105,0.00009162287,0.0003506264,0.0001824665,0.001071329,0.0005179259,0.0001978037,0.0001071354,0.003670634],"genre_scores_gemma":[0.994671,0.00001916445,0.0008939611,0.0002736906,0.0001547855,0.0001390417,0.00006123485,0.00001862246,0.003768534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01539193,"threshold_uncertainty_score":0.6766469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935630001647216,"score_gpt":0.2789171988258359,"score_spread":0.2595608988093638,"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."}}