{"id":"W2753370885","doi":"10.1038/s41598-017-10785-1","title":"A Controllable and Integrated Pump-enabled Microfluidic Chip and Its Application in Droplets Generating","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Higher Education Discipline Innovation Project","keywords":"Microfluidics; Microfluidic chip; Lab-on-a-chip; Chip; Nanotechnology; Computer science; Organ-on-a-chip; Materials science; Telecommunications","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":[0.0002853808,0.0003344074,0.0003192846,0.0002962812,0.0002040204,0.000300594,0.0006214565,0.0005735797,0.000441315],"category_scores_gemma":[0.0002486418,0.0003160416,0.0002653798,0.0001940715,0.0002353552,0.0004117296,0.0004310777,0.0002787378,0.0001729742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002995706,"about_ca_system_score_gemma":0.000370423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003127577,"about_ca_topic_score_gemma":0.000362701,"domain_scores_codex":[0.999797,0.00001641863,0.00001389844,0.00006278612,0.00008232398,0.00002743211],"domain_scores_gemma":[0.9998856,0.00002838986,0.00002051503,0.00001747443,0.00003093087,0.00001716916],"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":[0.00002113664,0.00002024445,0.0001302382,0.00005400988,0.000005915529,0.00006646098,0.00001210176,0.0002953854,0.9945636,0.0004787272,0.0001271287,0.004225052],"study_design_scores_gemma":[0.00001936365,0.0001295084,0.0008580033,0.000004516765,0.00001845428,0.0001443958,0.000005508918,0.01011938,0.9856727,0.00006333271,0.002946085,0.0000187171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6938544,0.005939029,0.2928069,0.0006225755,0.0005634885,0.0003408457,0.0005710242,0.001582213,0.003719538],"genre_scores_gemma":[0.8220679,0.001311023,0.1744667,0.0001486945,0.00006078653,0.0001786866,0.0001814309,0.00003221426,0.001552666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006214565,"threshold_uncertainty_score":0.002173543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088654565852525,"score_gpt":0.2355057306246759,"score_spread":0.2246191849661507,"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."}}