{"id":"W2752935029","doi":"10.1039/c7cs00374a","title":"Two-dimensional flow of driven particles: a microfluidic pathway to the non-equilibrium frontier","year":2017,"lang":"en","type":"review","venue":"Chemical Society Reviews","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation","keywords":"Frontier; Microfluidics; Flow (mathematics); Nanotechnology; Chemistry; Mechanics; Materials science; Physics; Geography","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":[0.0004293122,0.0006327861,0.0007019844,0.001244115,0.0002770617,0.0008077191,0.0006248445,0.0008781462,0.001124793],"category_scores_gemma":[0.0003817165,0.0003350679,0.000351751,0.0008150468,0.0009508522,0.001463943,0.000755103,0.001569089,0.0008997614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005808857,"about_ca_system_score_gemma":0.0006289713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003532824,"about_ca_topic_score_gemma":0.0005865999,"domain_scores_codex":[0.9998943,0.00002056032,0.000009311894,0.00001911121,0.00004224961,0.00001453008],"domain_scores_gemma":[0.9998966,0.00005352851,0.00001353755,0.000004078292,0.00002065687,0.00001158534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004890586,0.0001065059,0.0001695622,0.0133756,0.00008111232,0.0005371778,0.0002144235,0.001709205,0.02268028,0.08865175,0.02241617,0.8500094],"study_design_scores_gemma":[0.0000118637,0.0001005887,0.0001934045,0.001377935,0.00002531086,0.0006393153,0.00003624832,0.0004620572,0.004648958,0.01084504,0.9816326,0.00002658745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003992605,0.9947707,0.001656375,0.0008045647,0.000406731,0.000007059103,0.000008169171,0.00001241736,0.001934684],"genre_scores_gemma":[0.002627489,0.995012,0.000906341,0.0003480325,0.0002796289,0.00001500317,0.000009748155,0.000002354181,0.0007994211],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001244115,"threshold_uncertainty_score":0.004214704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05267931494373929,"score_gpt":0.3144810696602738,"score_spread":0.2618017547165345,"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."}}