{"id":"W4406401032","doi":"10.1038/s41467-024-55337-0","title":"Dynamically reconfigurable acoustofluidic metasurface for subwavelength particle manipulation and assembly","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stanford Maternal and Child Health Research Institute; Children's Health Research Institute","keywords":"Particle (ecology); Computer science; Nanotechnology; Physics; Materials science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001186495,0.0003590329,0.0001995799,0.0002058617,0.0001388223,0.000281076,0.0004886562,0.0005413928,0.0007824804],"category_scores_gemma":[0.0001665606,0.0002012838,0.0002514585,0.0001453149,0.000307064,0.0004191381,0.0004588488,0.0004745312,0.0003573772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924627,"about_ca_system_score_gemma":0.0001479674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001834133,"about_ca_topic_score_gemma":0.0003185144,"domain_scores_codex":[0.9998857,0.00001083123,0.000007215376,0.00002586554,0.0000546714,0.00001565809],"domain_scores_gemma":[0.9999017,0.0000248065,0.00003534135,0.00001720958,0.00001087143,0.00001020762],"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":[0.000008012826,0.000005411191,0.00003296661,0.00001727873,0.000002372539,0.00002594057,0.000007551339,0.0001906532,0.9976506,0.000322078,0.0000406862,0.001696456],"study_design_scores_gemma":[0.00001727224,0.0001151973,0.0003721036,0.000003720999,0.000008379484,0.0001722425,0.00001288258,0.01072125,0.9837586,0.0002491529,0.00455495,0.00001441136],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726318,0.003297544,0.1148029,0.0006703429,0.000323573,0.00008446688,0.000253131,0.0009738136,0.006962294],"genre_scores_gemma":[0.9291295,0.0008936965,0.06654379,0.0001712371,0.0000626147,0.00007121749,0.0001315842,0.00006093809,0.002935347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007824804,"threshold_uncertainty_score":0.002617717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886511414139953,"score_gpt":0.2711068415533773,"score_spread":0.2522417274119778,"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."}}