{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007668542,0.00008893324,0.0001151209,0.00003003547,0.0000579876,0.00001856988,0.00008308692,0.00003544824,0.000002347764],"category_scores_gemma":[0.00002783835,0.00006329048,0.00001953928,0.0000825084,0.00006751062,0.00002197646,0.00002810036,0.00009465627,0.00000357818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001702907,"about_ca_system_score_gemma":0.00001577387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004295744,"about_ca_topic_score_gemma":2.112994e-7,"domain_scores_codex":[0.999545,0.00002751868,0.0001194436,0.0001054108,0.00008710098,0.0001154816],"domain_scores_gemma":[0.9997435,0.00006288919,0.00001513872,0.0001352968,0.00003091413,0.00001228283],"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":[0.000006872241,0.00005537246,0.000756676,0.000009479967,0.00007106548,0.000003999067,0.000771739,0.0000385047,0.9959442,0.0001804811,0.001828248,0.0003333431],"study_design_scores_gemma":[0.0004191038,0.0001115292,0.0005861776,0.00001838968,0.00001159469,0.000008215068,0.003342557,0.00003876297,0.9942887,0.00005056395,0.001051928,0.00007247048],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675001,0.0316832,0.0001605579,0.0002030441,0.00004636237,0.0001412169,0.000004622607,0.0001196616,0.0001412621],"genre_scores_gemma":[0.9996973,0.0000818482,0.00002909494,0.00008519238,0.0000113455,0.00002032326,0.000001387243,0.00001333988,0.00006020269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03219719,"threshold_uncertainty_score":0.2580911,"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."}}