{"id":"W2979469686","doi":"10.1038/s41586-019-1635-z","title":"Self-coalescing flows in microfluidics for pulse-shaped delivery of reagents","year":2019,"lang":"en","type":"article","venue":"Nature","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Institute for Research in Immunology and Cancer; Polytechnique Montréal","funders":"","keywords":"Microfluidics; Nanotechnology; Pulse (music); Reagent; Chemistry; Materials science; Computer science; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0001221436,0.0001294614,0.0002060574,0.000142853,0.00001552732,0.000008472022,0.0001905834,0.00105724,0.0000147622],"category_scores_gemma":[0.00003074841,0.000121084,0.00006427366,0.0001994248,0.00001310248,0.00005512438,0.00004511383,0.0007074728,0.00001866084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006155139,"about_ca_system_score_gemma":0.00001742589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006240136,"about_ca_topic_score_gemma":0.000006272028,"domain_scores_codex":[0.9993283,0.000006894718,0.0001926531,0.0001607543,0.00009266104,0.0002187465],"domain_scores_gemma":[0.9996333,0.00004503132,0.00002743227,0.0002295323,0.00004724204,0.00001752647],"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":[0.00001693861,0.00001920416,0.00217044,0.0003006332,0.00002392273,0.000003401543,0.00008656455,0.00002390323,0.9832512,0.00007087066,0.01020452,0.003828359],"study_design_scores_gemma":[0.0009260332,0.00005250345,0.001864959,0.0001982323,0.00002288855,0.000008342379,0.0001399586,0.01457387,0.9350004,0.0001749042,0.04674271,0.0002951604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888459,0.009380823,0.000225931,0.00006528414,0.0004549999,0.0003085825,0.00002775422,0.0003573462,0.0003334122],"genre_scores_gemma":[0.9917455,0.0008036515,0.007200529,0.00006956075,0.00003237047,0.000003400156,0.00001708091,0.00002601,0.0001018737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04825081,"threshold_uncertainty_score":0.8154406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006351187387064136,"score_gpt":0.2075948225315534,"score_spread":0.2012436351444893,"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."}}