{"id":"W2944868824","doi":"10.3390/pr7050290","title":"Using a Microfluidics System to Reproducibly Synthesize Protein Nanoparticles: Factors Contributing to Size, Homogeneity, and Stability","year":2019,"lang":"en","type":"article","venue":"Processes","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; BC Cancer Agency","funders":"University of British Columbia Graduate School; Canadian Institutes of Health Research; California HIV/AIDS Research Program","keywords":"Dispersity; Particle size; Microfluidics; Nanoparticle; Emulsion; Solvent; Chemical engineering; Chemistry; Chromatography; Materials science; Nanotechnology; Organic chemistry","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":[0.0007286866,0.0004094054,0.0003254268,0.0002547384,0.0003056985,0.000379838,0.0002789717,0.0002656742,0.000458797],"category_scores_gemma":[0.0008536161,0.0002212102,0.0002158535,0.0001577699,0.0002890068,0.0003873718,0.000237508,0.0003480902,0.000182115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005347974,"about_ca_system_score_gemma":0.0005314405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007717148,"about_ca_topic_score_gemma":0.001518457,"domain_scores_codex":[0.9997497,0.00002743431,0.00004253342,0.0000834326,0.00006711463,0.00002981701],"domain_scores_gemma":[0.9994726,0.0002841508,0.0001117532,0.00004042179,0.00006752393,0.00002355427],"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":[0.00001366733,0.00001129479,0.0001307574,0.00003179086,0.000003268253,0.000009088287,0.00001219632,0.0001581096,0.9977302,0.00007989524,0.00003312404,0.001786771],"study_design_scores_gemma":[0.000004957764,0.00005610844,0.000614265,0.000001947604,0.000006778256,0.00003214266,0.000004244881,0.001396011,0.9968388,0.00002677541,0.001012649,0.000005262469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.841061,0.002210745,0.1528068,0.0003804948,0.0001548431,0.0003286311,0.0006961122,0.0008107536,0.00155065],"genre_scores_gemma":[0.7692149,0.0014009,0.2264104,0.000156938,0.00007156453,0.0005334843,0.0004665165,0.00009135278,0.001654047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007717148,"threshold_uncertainty_score":0.003880262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391456074307772,"score_gpt":0.2505640912421504,"score_spread":0.2266495304990727,"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."}}