{"id":"W2551469966","doi":"10.1021/acs.langmuir.6b03243","title":"Microfluidic Manufacturing of Polymeric Nanoparticles: Comparing Flow Control of Multiscale Structure in Single-Phase Staggered Herringbone and Two-Phase Reactors","year":2016,"lang":"en","type":"article","venue":"Langmuir","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Materials science; Phase (matter); Nanoparticle; Nanotechnology; Single phase; Phase control; Two-phase flow; Flow (mathematics); Chemical engineering; Chemistry; Mechanics; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001208791,0.0001761916,0.0003682973,0.0002136252,0.00002011138,0.000007244857,0.0001042545,0.00007419383,0.00002560869],"category_scores_gemma":[0.00001623499,0.0001414982,0.00002969425,0.000238512,0.0001259251,0.0001312123,0.00003278061,0.00009810459,7.683544e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007259744,"about_ca_system_score_gemma":0.000009232146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005658822,"about_ca_topic_score_gemma":0.000003424964,"domain_scores_codex":[0.9989612,0.00002235067,0.0004988296,0.0001692981,0.0001121918,0.0002361434],"domain_scores_gemma":[0.9995901,0.00003745547,0.000116208,0.0001830352,0.00004214582,0.00003108163],"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":[0.00007997936,0.00008681101,0.001659116,0.0001075683,0.0000308044,0.000005762978,0.0003865972,0.000004500216,0.949759,0.0001141582,0.00008138329,0.04768432],"study_design_scores_gemma":[0.005432803,0.00008808227,0.00287381,0.0001570731,0.00001326538,0.000008759475,0.00008325808,0.0005316381,0.9902858,0.00006390316,0.0002988087,0.0001628323],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658182,0.001398213,0.03219477,0.00002420745,0.00006635183,0.0001855334,0.0001314472,0.0001037342,0.0000774876],"genre_scores_gemma":[0.9993513,0.00002762719,0.0005138953,0.00001418557,0.00002584929,0.00000669162,0.00001917126,0.00003050359,0.00001076897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04752149,"threshold_uncertainty_score":0.5770127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211851960727782,"score_gpt":0.2459360812224871,"score_spread":0.2338175616152093,"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."}}