{"id":"W2006371531","doi":"10.1007/s10404-009-0469-7","title":"Integrated liquid and droplet dielectrophoresis for biochemical assays","year":2009,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dielectrophoresis; Microfluidics; Nanotechnology; Materials science; Planar; Biological system; Computer science","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":[0.0002286673,0.0003812088,0.0003966746,0.0002074941,0.000193523,0.00007874824,0.0001961984,0.0003283909,0.000003282815],"category_scores_gemma":[0.0001145892,0.0003572671,0.00008785944,0.0003005131,0.0001536843,0.00007722346,0.0000346384,0.0002962187,0.000002744773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006917942,"about_ca_system_score_gemma":0.00003741616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007384752,"about_ca_topic_score_gemma":3.572182e-7,"domain_scores_codex":[0.9985056,0.00001733302,0.000314376,0.0004134179,0.0001133484,0.000635903],"domain_scores_gemma":[0.9993694,0.0001038927,0.00003494479,0.0002674681,0.00008711891,0.0001372081],"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":[0.0000615508,0.00002926558,0.00002169809,0.00004335522,0.00004190721,0.000004570379,0.0001407883,8.419368e-8,0.9197592,0.0011026,0.05186167,0.02693336],"study_design_scores_gemma":[0.0005039304,0.000748941,0.00003434323,0.00004161472,0.00005464626,0.00006003134,0.00005896512,0.0001420191,0.8783826,0.001160752,0.1184287,0.0003835199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8699014,0.1234836,0.004615344,0.0006224625,0.0001041652,0.0002848363,0.00005759875,0.0007835205,0.0001471576],"genre_scores_gemma":[0.9301391,0.06800783,0.001226109,0.0002986069,0.00009829896,0.00003235589,0.00005477884,0.00005983501,0.00008305658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06656703,"threshold_uncertainty_score":0.9998879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005047708844965127,"score_gpt":0.191263002621452,"score_spread":0.1862152937764869,"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."}}