{"id":"W3155118987","doi":"10.3390/micromachines2021-09586","title":"Lipid-based nanoparticle production in Micromixers","year":2021,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; École de Technologie Supérieure","funders":"","keywords":"Nanoparticle; Solid lipid nanoparticle; Biocompatible material; Materials science; Nanotechnology; Microchannel; Biomedical engineering; Engineering","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":[0.0004847936,0.0005402316,0.0002765513,0.0003573665,0.0001852508,0.0003868135,0.0003057226,0.0004539304,0.0009309154],"category_scores_gemma":[0.0003474824,0.000291023,0.0003549801,0.0002759518,0.000244497,0.0005096644,0.0004418559,0.000618,0.0009886266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475967,"about_ca_system_score_gemma":0.0002961544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000277026,"about_ca_topic_score_gemma":0.0004085051,"domain_scores_codex":[0.9997339,0.00003788313,0.00002933932,0.00008809301,0.00007977476,0.00003113297],"domain_scores_gemma":[0.999867,0.00003556584,0.00004451317,0.00001743054,0.00001954218,0.00001607531],"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":[0.00001623053,0.00001367601,0.00007160261,0.0001458015,0.000004177689,0.00005348181,0.00003563302,0.0009001092,0.9919316,0.001075582,0.0001009747,0.005651147],"study_design_scores_gemma":[0.000005266594,0.00014876,0.00021276,0.00001478576,0.00000709537,0.00008401844,0.00001041574,0.001893649,0.9875729,0.0001839063,0.009856646,0.00000981899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4334081,0.01314496,0.5344275,0.0006035104,0.0004236986,0.001062281,0.001052642,0.002279076,0.01359813],"genre_scores_gemma":[0.5106184,0.01011993,0.4655361,0.0001679508,0.0000773736,0.0005295145,0.0007895043,0.0002113757,0.0119499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009309154,"threshold_uncertainty_score":0.003247559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014547600750965,"score_gpt":0.1900360253426469,"score_spread":0.1798905493351373,"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."}}