{"id":"W2103098975","doi":"10.1039/c5lc00265f","title":"Recent advances in microfluidic actuation and micro-object manipulation via surface acoustic waves","year":2015,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":337,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Microscale chemistry; Microfluidics; Microfabrication; Acoustic streaming; Acoustics; Acoustic wave; Nanotechnology; Computer science; Materials science; Lab-on-a-chip; Surface acoustic wave; Mechanical engineering; Engineering; Physics; Ultrasonic sensor","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":[0.0001491853,0.0001445918,0.0001417162,0.00009636986,0.00002708747,0.0000254373,0.00006711987,0.0001172467,0.000005509625],"category_scores_gemma":[0.00005784908,0.0001315501,0.00001373203,0.0001875156,0.00003725136,0.0001167542,0.00002547299,0.0001361841,0.00002646486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001076871,"about_ca_system_score_gemma":0.00001187509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009778423,"about_ca_topic_score_gemma":0.0000263307,"domain_scores_codex":[0.9993564,0.00002016007,0.0001654213,0.000174383,0.00009634989,0.0001872474],"domain_scores_gemma":[0.9997221,0.000035825,0.00002738284,0.0001516298,0.00002548078,0.00003756201],"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":[0.00004884653,0.00002601444,0.00137033,0.00005144331,0.000007357545,0.000007694242,0.0004430307,0.001441242,0.9002116,0.00003249652,0.002327088,0.09403288],"study_design_scores_gemma":[0.001203975,0.0001775676,0.009012189,0.0001967631,0.00002247022,0.00003765399,0.0006237556,0.01159918,0.9301488,0.002426218,0.04402139,0.0005300373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557998,0.04083579,0.00203219,0.0001777562,0.0002306049,0.0001548578,0.000004055914,0.0003651347,0.0003997841],"genre_scores_gemma":[0.9707122,0.02834953,0.0007889774,0.00004868584,0.00002704507,0.000002021783,0.00001735595,0.00001982134,0.00003439885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09350284,"threshold_uncertainty_score":0.5364457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120106429880354,"score_gpt":0.2346955183191422,"score_spread":0.2134944540203387,"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."}}