{"id":"W4396929551","doi":"10.1039/d4nh00086b","title":"Protector-free, non-plasmonic silver quantum clusters by femtosecond pulse laser irradiation: <i>in situ</i> binding on nanocellulose filaments for improved catalytic activity and cycling performance","year":2024,"lang":"en","type":"article","venue":"Nanoscale Horizons","topic":"Nanocluster Synthesis and Applications","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Taiwan University of Science and Technology; Ministry of Science and Technology, Taiwan; National Taiwan University; Canada Excellence Research Chairs, Government of Canada; Canada Foundation for Innovation; KAUTE-Säätiö","keywords":"Femtosecond; Nanocellulose; Materials science; Irradiation; Plasmon; Laser; Aqueous solution; In situ; Optoelectronics; Photochemistry; Nanotechnology; Ion; Chemical engineering; Optics; Chemistry; Organic chemistry; Cellulose","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":[0.0004410645,0.0002946248,0.0003149424,0.0001709788,0.0003330142,0.0002828399,0.0003295799,0.0001637318,0.00003492532],"category_scores_gemma":[0.00005788569,0.0002733686,0.00008776476,0.000322114,0.00008434944,0.0004953245,0.0001211237,0.0002157298,0.00008107492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042341,"about_ca_system_score_gemma":0.00009928215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005557484,"about_ca_topic_score_gemma":0.0001079702,"domain_scores_codex":[0.9981055,0.00004423961,0.0003600934,0.000762881,0.0002007458,0.0005266031],"domain_scores_gemma":[0.9989091,0.0003257491,0.0001182113,0.0004805294,0.00002833072,0.0001380861],"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":[0.00008166795,0.0001249447,0.00006145822,0.0002167784,0.00001137871,0.000001637057,0.0001330869,0.00001915884,0.9926563,0.00002931194,0.001513256,0.005151022],"study_design_scores_gemma":[0.0008455723,0.0003164652,0.0005526998,0.0002241819,0.00003705549,0.000004267039,0.00003728254,0.01729603,0.97835,0.00005547946,0.001932854,0.0003481308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957231,0.0001495732,0.000509785,0.0006272139,0.0006222002,0.001480095,0.0005289152,0.0001002464,0.0002588654],"genre_scores_gemma":[0.9975964,0.0000555824,0.0003992424,0.00006463547,0.00009660843,0.0007628455,0.00004490515,0.00005180585,0.0009279631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727687,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010508109221204,"score_gpt":0.2367051665597113,"score_spread":0.2266000854674992,"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."}}