{"id":"W2943851639","doi":"10.1002/adfm.201901998","title":"Inertial Microfluidics with Integrated Vortex Generators Using Liquid Metal Droplets as Fugitive Ink","year":2019,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"RMIT University; Australian Research Council; Ontario Ministry of Natural Resources and Forestry; Adobe Systems","keywords":"Materials science; Microfluidics; Polydimethylsiloxane; Vortex; Liquid metal; Fabrication; Fluidics; Nanotechnology; Scroll; Polystyrene; Composite material; Mechanics; Mechanical engineering; Aerospace engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002791702,0.0002845036,0.0002063038,0.000306942,0.0001944019,0.0004525448,0.0004491498,0.0002706468,0.0005435448],"category_scores_gemma":[0.0003413517,0.0002519315,0.0001740041,0.0001422865,0.0003773038,0.0003845944,0.0004825861,0.0002447732,0.0002375922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319504,"about_ca_system_score_gemma":0.0003009846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001915805,"about_ca_topic_score_gemma":0.0002900834,"domain_scores_codex":[0.9998585,0.00002079612,0.00001262659,0.00003913814,0.0000450662,0.000023874],"domain_scores_gemma":[0.9998521,0.00004294276,0.00004609653,0.00001888038,0.00002109411,0.00001883025],"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":[0.00005123207,0.00002439249,0.0002051277,0.00004115533,0.000003596692,0.00005923745,0.00003406139,0.0005222301,0.9891529,0.001206463,0.000167382,0.008532187],"study_design_scores_gemma":[0.00005112169,0.0002205068,0.0003981207,0.000007482104,0.00000821695,0.00008875635,0.00001005728,0.01132573,0.9822562,0.0002243253,0.005391898,0.00001765012],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7145572,0.002660575,0.2754197,0.0005123519,0.0006437497,0.0002809223,0.0002130742,0.001623047,0.004089367],"genre_scores_gemma":[0.8408222,0.0006461323,0.1551028,0.0001174419,0.00008138924,0.0001340916,0.00007331787,0.00004450012,0.002978032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005435448,"threshold_uncertainty_score":0.002408504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007157157721212142,"score_gpt":0.186584558095252,"score_spread":0.1794274003740399,"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."}}