{"doi":"10.1039/d3lc00189j","title":"Versatility and stability optimization of flow-focusing droplet generators <i>via</i> quality metric-driven design automation","abstract":"and validated experimentally using machine learning and rapid prototyping. These metrics were integrated into a design automation workflow, DAFD 2.0, which provides users with droplet generators of a desired performance that are versatile or flow stable. Versatile droplet generators with stable operating points accelerate the development of sophisticated devices by facilitating integration of other microfluidic components and improving the accuracy of design automation tools.","journal":"Lab on a Chip","year":2023,"id":346971,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":12,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9534,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2023-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":844494,"name":"Ali Lashkaripour","orcid":"0000-0002-1734-9634","position":1,"is_corresponding":false},{"id":1087883,"name":"Diana Arguijo","orcid":"0000-0002-3781-0328","position":2,"is_corresponding":false},{"id":278296,"name":"Polly M. Fordyce","orcid":"0000-0002-9505-0638","position":3,"is_corresponding":false},{"id":88578,"name":"Douglas Densmore","orcid":"0000-0002-7666-6808","position":4,"is_corresponding":false},{"id":844493,"name":"David McIntyre","orcid":"0000-0003-3508-4139","position":0,"is_corresponding":true}],"reference_count":39,"raw_metadata":null,"created_at":"2026-07-19T01:11:53.085356Z","pmid":"37909215","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}