{"id":"W3137413224","doi":"10.1016/j.jconrel.2021.03.019","title":"Recent advances in the design of microfluidic technologies for the manufacture of drug releasing particles","year":2021,"lang":"en","type":"review","venue":"Journal of Controlled Release","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Nanotechnology; Drug delivery; Microfluidic chip; Biochemical engineering; Computer science; Materials science; Engineering","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":[0.001102615,0.001175138,0.001254199,0.00159022,0.0002429774,0.001134491,0.00101753,0.0009343437,0.001455877],"category_scores_gemma":[0.0009323322,0.0005760597,0.0007158752,0.001544398,0.0006059541,0.00135187,0.00076184,0.001697558,0.0008887278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006772071,"about_ca_system_score_gemma":0.0009561749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006591185,"about_ca_topic_score_gemma":0.001005266,"domain_scores_codex":[0.9995723,0.00005222189,0.00005201998,0.00009218753,0.0001817961,0.00004937926],"domain_scores_gemma":[0.9995004,0.0002600001,0.00008960812,0.00002042015,0.0001016327,0.00002798302],"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":[0.0001512066,0.0001800362,0.0002541323,0.02395997,0.0001357811,0.0002844896,0.00008741824,0.001738086,0.05018216,0.01071835,0.007731655,0.9045767],"study_design_scores_gemma":[0.00006069247,0.0004755035,0.001339895,0.002270224,0.000335033,0.001643888,0.00005386848,0.002015402,0.05291794,0.003756583,0.9350274,0.0001036802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006463766,0.995626,0.002347394,0.0001997384,0.000178436,0.00001453661,0.000013554,0.00001810274,0.000955957],"genre_scores_gemma":[0.003700587,0.9923699,0.002736402,0.0001417067,0.0002087442,0.00001874342,0.00002709807,0.000004538759,0.0007924132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00159022,"threshold_uncertainty_score":0.005831242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639640194301869,"score_gpt":0.2965226836725509,"score_spread":0.2701262817295322,"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."}}