{"id":"W3210221100","doi":"10.3390/pharmaceutics13111837","title":"Optimization of Printing Parameters for Digital Light Processing 3D Printing of Hollow Microneedle Arrays","year":2021,"lang":"en","type":"article","venue":"Pharmaceutics","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; AstraZeneca; Queen's University Belfast; AstraZeneca UK","keywords":"Digital Light Processing; Fabrication; Materials science; Inkwell; 3D printing; Transdermal; Inkjet printing; Curing (chemistry); Digital printing; Nanotechnology; Engineering drawing; Computer science; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000603278,0.0004906242,0.0002843593,0.0005266585,0.0001931397,0.0006132121,0.0003161438,0.0004246319,0.00170385],"category_scores_gemma":[0.001153186,0.0002604443,0.0003464456,0.0004423829,0.0002039685,0.0004709249,0.0002616926,0.0004491611,0.0007360524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002668715,"about_ca_system_score_gemma":0.0002279376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003433131,"about_ca_topic_score_gemma":0.0009198929,"domain_scores_codex":[0.9995965,0.00004197545,0.0000600584,0.0000971,0.0001665046,0.00003789068],"domain_scores_gemma":[0.9993012,0.0003326911,0.0001469913,0.0000586449,0.0001371804,0.00002325126],"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":[0.00006448118,0.00004012569,0.0003145967,0.0002456452,0.000007778342,0.00006843201,0.00006180679,0.001208385,0.985972,0.0001468157,0.0001313591,0.01173843],"study_design_scores_gemma":[0.000007776425,0.0001175631,0.001391427,0.00001014696,0.00001605521,0.00007666767,0.00002744893,0.00316279,0.992627,0.00005571552,0.002489238,0.00001819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.852084,0.003843585,0.1341619,0.0002482802,0.0001776358,0.0004205567,0.0008731756,0.0009465717,0.007244098],"genre_scores_gemma":[0.8497662,0.002581496,0.1440053,0.00009343683,0.00002431409,0.0004093525,0.0004196723,0.000321812,0.002378327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00170385,"threshold_uncertainty_score":0.005699992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194880615950423,"score_gpt":0.4241560441728911,"score_spread":0.3046679825778488,"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."}}