{"id":"W2055651617","doi":"10.1117/12.818031","title":"Size dependent droplet actuation in digital microfluidic systems","year":2009,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Digital microfluidics; Electrowetting; Microfluidics; Materials science; Electrode; Dielectric; Capacitor; Position (finance); Voltage; Mechanics; Wetting; Fabrication; Electric field; Optoelectronics; Nanotechnology; Electrical engineering; Physics; Composite material; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003642224,0.0003209043,0.0003976028,0.0001467583,0.00004565879,0.0001719068,0.000763292,0.0002578263,0.000002759818],"category_scores_gemma":[0.0005734742,0.0002886682,0.0003207249,0.0003686275,0.00009656364,0.0005669129,0.00006629384,0.0003902531,0.000002060908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939587,"about_ca_system_score_gemma":0.00002117291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006345446,"about_ca_topic_score_gemma":6.494911e-8,"domain_scores_codex":[0.9980837,6.10583e-9,0.0006861427,0.0003063875,0.0004547177,0.0004690747],"domain_scores_gemma":[0.9990355,0.0001269286,0.0001675093,0.00006390975,0.0005374145,0.00006876177],"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":[0.00002891552,0.0000704229,0.0003017848,0.0002522509,0.0001438122,1.997578e-7,0.0001446124,0.0001273097,0.9045498,0.08715247,0.005704733,0.00152367],"study_design_scores_gemma":[0.0016868,0.0004751667,0.002022731,0.0007658708,0.0001033785,0.00005658736,0.002166013,0.01054648,0.9739707,0.002626875,0.004857889,0.0007215429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943666,0.002238755,0.00004667363,0.0008410155,0.0002266049,0.0004620873,0.00003388703,0.000379615,0.001404772],"genre_scores_gemma":[0.9935204,0.001242387,0.00477546,0.00003480746,0.0001715515,0.00007523969,0.00000770485,0.00005062451,0.0001218699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08452559,"threshold_uncertainty_score":0.9999565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006497925717684137,"score_gpt":0.2027099839146811,"score_spread":0.196212058196997,"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."}}