{"id":"W2038944838","doi":"10.3390/mi2040369","title":"Nonlinear Dual-Phase Multiplexing in Digital Microfluidic Architectures","year":2011,"lang":"en","type":"article","venue":"Micromachines","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Multiplexer; Multiplexing; Waveform; Voltage; Nonlinear system; Microfluidics; Materials science; Electronic engineering; Electrical engineering; Transformer; Optoelectronics; Computer science; Physics; Engineering; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003217263,0.0003145561,0.0001964409,0.0002740693,0.0002394196,0.0006137429,0.000664713,0.0003060805,0.001476662],"category_scores_gemma":[0.0003915915,0.0002833218,0.0001183761,0.0002417223,0.0004668666,0.0009389186,0.000650531,0.0003351501,0.0004023109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005523757,"about_ca_system_score_gemma":0.0002513205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001529413,"about_ca_topic_score_gemma":0.0004255855,"domain_scores_codex":[0.9997852,0.00003103499,0.00001292255,0.00004514027,0.00009425634,0.00003140424],"domain_scores_gemma":[0.9998354,0.00006222248,0.00004272351,0.00002005243,0.00002139575,0.0000182107],"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":[0.0001413382,0.00006474875,0.0002890593,0.0001430058,0.000007671163,0.0001256027,0.00007641806,0.00266495,0.9322186,0.01420941,0.0004499388,0.04960918],"study_design_scores_gemma":[0.00004966421,0.0003114264,0.0004560511,0.00001190018,0.00001548497,0.0004902837,0.00001707165,0.05125407,0.9265711,0.004285786,0.01650144,0.00003569096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6963097,0.004537377,0.276127,0.0007047651,0.0002679633,0.0002428577,0.0002765817,0.001155754,0.02037795],"genre_scores_gemma":[0.7707826,0.001269906,0.2195148,0.000170308,0.00007968135,0.0001146608,0.00008722588,0.00002077501,0.007960035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001476662,"threshold_uncertainty_score":0.004939973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280589344780059,"score_gpt":0.2272998326259202,"score_spread":0.2144939391781196,"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."}}