{"id":"W3195548726","doi":"10.1016/j.nantod.2021.101269","title":"Nanozymes: A clear definition with fuzzy edges","year":2021,"lang":"en","type":"article","venue":"Nano Today","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":560,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Key Research and Development Program of China; Youth Innovation Promotion Association of the Chinese Academy of Sciences; Chinese Academy of Sciences","keywords":"Fuzzy logic; Computer science; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002462453,0.0001941151,0.0002971219,0.00006551993,0.0001850558,0.000128022,0.0002217307,0.0001038388,0.001831682],"category_scores_gemma":[0.0001562259,0.0001591296,0.00006195741,0.0003764093,0.000128153,0.0003468063,0.0001208468,0.00006172299,0.001369818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007703688,"about_ca_system_score_gemma":0.0001445731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000120088,"about_ca_topic_score_gemma":0.0000318331,"domain_scores_codex":[0.9983732,0.0001166295,0.000280441,0.0005092429,0.0003482854,0.0003722519],"domain_scores_gemma":[0.998907,0.0001081828,0.0001355195,0.0005773044,0.0001825161,0.00008943388],"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":[0.00008403192,0.00006311812,0.00009826277,0.00002988232,0.00001063496,0.00008327404,0.0001588625,0.00002854841,0.9954042,0.002411122,0.0005703453,0.001057656],"study_design_scores_gemma":[0.0004385543,0.00009862731,0.000181915,0.0000681469,0.00003796801,0.00009865344,0.0001703951,0.000001396249,0.9839559,0.00269502,0.01200835,0.000245104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851073,0.0004732169,0.001161149,0.0003510679,0.00076948,0.0001301051,0.00007309605,0.0002533087,0.01168126],"genre_scores_gemma":[0.9676009,0.00007349934,0.0304601,0.0003373968,0.0001963454,0.00004949817,0.00006022029,0.00004293435,0.001179091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02929895,"threshold_uncertainty_score":0.9994077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021063754944589,"score_gpt":0.2435395895632274,"score_spread":0.2224758346186384,"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."}}