{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001055266,0.0002032213,0.0001745347,0.0001117701,0.0001253118,0.0003292296,0.0003204687,0.0003817613,0.0008887495],"category_scores_gemma":[0.0002686675,0.0001558738,0.0001751706,0.0001199119,0.0002446318,0.0004827973,0.0002467929,0.0002102282,0.0002112103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003818476,"about_ca_system_score_gemma":0.0001155377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003039044,"about_ca_topic_score_gemma":0.0002596616,"domain_scores_codex":[0.9998767,0.00002050656,0.000005875827,0.00003075787,0.00005712309,0.0000090824],"domain_scores_gemma":[0.9999377,0.00003284344,0.00001062427,0.00000700154,0.000008733216,0.000003209895],"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":[0.00007775955,0.00006164259,0.0005869266,0.0003828752,0.00002114235,0.0003819419,0.0001310326,0.1818553,0.6982791,0.04375156,0.001804788,0.07266606],"study_design_scores_gemma":[0.00002670539,0.000194091,0.0007910394,0.00002474202,0.00001344244,0.0002315275,0.00002163032,0.811591,0.157854,0.01107127,0.01814603,0.00003453036],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2147601,0.0123455,0.7411426,0.0008707183,0.000494928,0.0001472235,0.0002664816,0.001260759,0.02871172],"genre_scores_gemma":[0.9450161,0.003510827,0.04276612,0.0002063603,0.00008420566,0.00006433758,0.00007799464,0.0000401726,0.008233949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0008887495,"threshold_uncertainty_score":0.002973139,"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."}}