{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006065955,0.0003398099,0.0003681324,0.0002698818,0.0001824407,0.0006266396,0.0003433294,0.0003833229,0.0003467982],"category_scores_gemma":[0.0007601177,0.0002350838,0.0003160543,0.0001493184,0.0004400134,0.0005073954,0.000319022,0.0004116782,0.000134405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005023001,"about_ca_system_score_gemma":0.0003210403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00047858,"about_ca_topic_score_gemma":0.0008045856,"domain_scores_codex":[0.9996315,0.00006453692,0.00002951683,0.00009491743,0.0001239711,0.0000555436],"domain_scores_gemma":[0.9995556,0.0001958896,0.0001441419,0.00003647663,0.00003522536,0.00003256018],"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":[0.00006995214,0.00003167961,0.0001368731,0.00004765284,0.000004896357,0.00001942054,0.00003512752,0.000581932,0.9963876,0.0002322419,0.00001478476,0.002437829],"study_design_scores_gemma":[0.00002809097,0.0002972085,0.0006434666,0.00000300317,0.000006473443,0.00003215517,0.00001338558,0.005424383,0.9929479,0.00007062642,0.0005232377,0.00001003039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707727,0.001178116,0.02632265,0.0001316731,0.00004061249,0.0000865257,0.00006989265,0.0001875139,0.00121033],"genre_scores_gemma":[0.9498398,0.0005573665,0.04876359,0.00006620346,0.00002281089,0.00008240459,0.00007055768,0.00002652424,0.0005707599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006266396,"threshold_uncertainty_score":0.003644466,"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."}}