{"id":"W2091737276","doi":"10.1115/icnmm2014-21296","title":"The Effect of Changing the Gap Height on Droplet Deformation During Transport in Digital Microfluidics Systems","year":2014,"lang":"en","type":"article","venue":"","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":1,"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":"Necking; Aspect ratio (aeronautics); Deformation (meteorology); Microfluidics; Materials science; Mechanics; Electrode; Digital microfluidics; Flow (mathematics); Volume of fluid method; Composite material; Nanotechnology; Chemistry; Physics; Optoelectronics","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":[0.000217247,0.0002168933,0.0002154119,0.0001942998,0.000207283,0.0004495629,0.0002534401,0.0002614502,0.0006248704],"category_scores_gemma":[0.0007828175,0.00015068,0.0001914293,0.0001613185,0.0002994362,0.0005644124,0.000388775,0.0002163501,0.00009469584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154998,"about_ca_system_score_gemma":0.0001938687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004661957,"about_ca_topic_score_gemma":0.0003465257,"domain_scores_codex":[0.9998296,0.00001736926,0.00001877231,0.00003529946,0.00006059034,0.00003827457],"domain_scores_gemma":[0.9996917,0.0001550164,0.0000616066,0.00003434048,0.00003114267,0.00002624563],"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":[0.0002545359,0.000070464,0.002194881,0.0001650058,0.00001899637,0.0003612158,0.0001543796,0.01906168,0.9615064,0.000536159,0.00007014145,0.01560603],"study_design_scores_gemma":[0.00004066533,0.0007066855,0.006870181,0.00001444625,0.00004124769,0.0002063843,0.0001619882,0.08083733,0.9091563,0.0003818111,0.001549607,0.00003339697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937387,0.0003022209,0.00516816,0.00004703839,0.00001976063,0.000013844,0.00003996191,0.0000752909,0.0005950944],"genre_scores_gemma":[0.9969859,0.0001356186,0.002693308,0.00001290404,0.000002912081,0.000006992452,0.00003170873,0.000008509987,0.0001221569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006248704,"threshold_uncertainty_score":0.002289116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002500843026429652,"score_gpt":0.1650675116239363,"score_spread":0.1625666685975067,"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."}}