{"id":"W4410868096","doi":"10.1039/d5na90028j","title":"Introduction to nanomaterials in catalysis and sensing applications","year":2025,"lang":"en","type":"editorial","venue":"Nanoscale Advances","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Đại học Huế; Vietnam Academy of Science and Technology; National Foundation for Science and Technology Development","keywords":"Nanomaterials; Nanotechnology; Nanoscopic scale; Catalysis; Materials science; Chemistry; Organic chemistry","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":[0.0008111757,0.0005679445,0.001221195,0.0007181033,0.0002492003,0.0002593161,0.000548428,0.0006241938,0.0001257462],"category_scores_gemma":[0.001441736,0.000579816,0.00009031959,0.001032876,0.0002045628,0.0006276821,0.0004602514,0.0002375886,0.0001693474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003729717,"about_ca_system_score_gemma":0.0002170157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009698487,"about_ca_topic_score_gemma":0.0003157571,"domain_scores_codex":[0.9957476,0.0001974715,0.00107059,0.001726265,0.0006497199,0.00060834],"domain_scores_gemma":[0.9972423,0.0007924332,0.0004739512,0.001055395,0.0002917765,0.0001441883],"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":[0.0001266901,0.00006514053,0.000009606438,0.0005769174,0.00002060766,0.000009905592,0.0001140101,0.0002616415,0.7338587,0.00004462355,0.2451585,0.01975367],"study_design_scores_gemma":[0.0002099495,0.0000318466,0.000003174541,0.0001305446,0.0000795185,0.000002519171,0.00003545733,0.00000260909,0.3021667,0.000490074,0.6964454,0.0004022326],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01502453,0.004950565,0.007276035,0.0006561239,0.9682446,0.001803369,0.001345975,0.0003819319,0.0003168345],"genre_scores_gemma":[0.002224303,0.003138251,0.03825866,0.00009214968,0.9504907,0.0009053964,0.001453273,0.0001259143,0.003311367],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4512869,"threshold_uncertainty_score":0.9996653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003699167919514156,"score_gpt":0.2712683896449717,"score_spread":0.2675692217254576,"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."}}