{"id":"W3198225268","doi":"10.1021/acsomega.1c02651","title":"Experimental and Computational Study on the Microfluidic Control of Micellar Nanocarrier Properties","year":2021,"lang":"en","type":"article","venue":"ACS Omega","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Ministry of Science Research and Technology; Deutsche Forschungsgemeinschaft","keywords":"Microfluidics; Microchannel; Nanocarriers; Materials science; Nanotechnology; Ethylene glycol; PLGA; Micelle; Nanoparticle; Chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004864044,0.0005259956,0.0005924722,0.0004968413,0.0005287137,0.0005745685,0.0008172067,0.0007468662,0.002200735],"category_scores_gemma":[0.00147894,0.0003144916,0.0006505573,0.000398931,0.0006248594,0.0007108444,0.0003175951,0.0005381182,0.0001392487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009710861,"about_ca_system_score_gemma":0.001310611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007810122,"about_ca_topic_score_gemma":0.004407262,"domain_scores_codex":[0.9998597,0.00002558153,0.000007175772,0.00003114274,0.00003664538,0.00003977933],"domain_scores_gemma":[0.9991824,0.0005353657,0.00008448,0.00007039315,0.0001014954,0.00002586428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006871759,0.00007785497,0.001157132,0.0001161283,0.00002235694,0.00007451182,0.00001841938,0.9834494,0.004756317,0.007063919,0.0003589532,0.00283636],"study_design_scores_gemma":[0.00001574693,0.00001457998,0.0002599618,0.00000409174,0.000005415693,0.000005594697,0.000004937905,0.9976773,0.001341183,0.0004122762,0.0002537718,0.0000051712],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8602983,0.001890931,0.08353244,0.001296176,0.0001640886,0.0001513955,0.002059656,0.0004766539,0.05013037],"genre_scores_gemma":[0.9871204,0.0003781162,0.01068172,0.00008440276,0.00002803084,0.0001258862,0.0003748416,0.00003772594,0.001168887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007810122,"threshold_uncertainty_score":0.01552933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167066562564706,"score_gpt":0.205961458821166,"score_spread":0.1942907931955189,"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."}}