{"id":"W4321165990","doi":"10.1186/s11671-023-03792-x","title":"A review on microfluidic-assisted nanoparticle synthesis, and their applications using multiscale simulation methods","year":2023,"lang":"en","type":"review","venue":"Discover Nano","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Concordia University","funders":"Khalifa University of Science, Technology and Research","keywords":"Nanotechnology; Microfluidics; Materials science; Nanoparticle; Polymersome; Nanomaterials; Drug delivery; Colloidal gold; Polymer; Copolymer; Amphiphile","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006250376,0.0004834586,0.001124343,0.0002675264,0.0001187949,0.00005254104,0.0002119431,0.0002375073,0.00002616453],"category_scores_gemma":[0.00009269788,0.000381678,0.0001976912,0.001454978,0.00007697168,0.0001247722,0.00008714695,0.0002608488,0.00008778449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535831,"about_ca_system_score_gemma":0.00006739116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004855622,"about_ca_topic_score_gemma":8.966015e-8,"domain_scores_codex":[0.9982352,0.0001484715,0.0008140813,0.0004188026,0.0001034975,0.0002799272],"domain_scores_gemma":[0.9987127,0.0004261647,0.0002061345,0.0005372984,0.00007566002,0.00004205626],"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":[0.000001089951,0.00002444463,1.391894e-7,0.02772582,0.0001354983,7.80152e-7,0.00001962034,0.000003782757,0.01116227,0.0002135096,0.002319202,0.9583938],"study_design_scores_gemma":[0.00005438937,0.000009877911,5.57961e-7,0.03317874,0.0003480208,0.00001204017,0.000009808476,0.0004152876,0.01712699,0.00005783854,0.9483585,0.0004279326],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004497409,0.7796798,0.2181945,0.000005887437,0.00008785478,0.001315211,0.0001835273,0.0003788861,0.0001498309],"genre_scores_gemma":[0.0000681055,0.9968513,0.001626546,0.00008378577,0.0000682124,0.0007993989,0.0002327011,0.0001559835,0.0001140307],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9579659,"threshold_uncertainty_score":0.9998635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09380262562977658,"score_gpt":0.3944388883700322,"score_spread":0.3006362627402556,"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."}}