{"id":"W2589649702","doi":"10.1039/c6lc01405d","title":"Acoustothermal tweezer for droplet sorting in a disposable microfluidic chip","year":2017,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Microfluidics; Sorting; Chip; Microfluidic chip; Lab-on-a-chip; Nanotechnology; Materials science; Engineering; Computer science; Electrical engineering","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":[0.0003844069,0.0001983923,0.000218637,0.0001424718,0.0001907093,0.00008024608,0.0003274578,0.0001240122,0.00004126917],"category_scores_gemma":[0.00009004399,0.0001967072,0.00005284885,0.0001439543,0.00006474477,0.0001675085,0.00004563087,0.0002368223,0.0000310578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168521,"about_ca_system_score_gemma":0.00002224065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002430572,"about_ca_topic_score_gemma":0.000002664257,"domain_scores_codex":[0.998952,0.00000917844,0.0003309322,0.000224559,0.000105072,0.0003782444],"domain_scores_gemma":[0.9993181,0.00002778352,0.00009965639,0.0004782012,0.00004924625,0.00002702678],"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":[0.00005247864,0.00005349045,0.003962466,0.0001277004,0.00002648213,0.000007999133,0.0003417952,0.00001502441,0.9435543,0.01869451,0.01527512,0.01788868],"study_design_scores_gemma":[0.001491317,0.0001049212,0.01961655,0.0002283867,0.00001168498,0.000007577768,0.00005273201,0.00214785,0.9337398,0.003596376,0.03849057,0.0005122377],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059623,0.0002755763,0.0718279,0.0003686824,0.0004274418,0.0006583108,0.00006013203,0.0004078029,0.0200118],"genre_scores_gemma":[0.997592,0.0000192988,0.0008970788,0.0003621693,0.0001731462,0.0001185044,0.00004575132,0.00006632257,0.0007257519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09162962,"threshold_uncertainty_score":0.8021489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833918199596292,"score_gpt":0.2648752743954857,"score_spread":0.2465360923995228,"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."}}