{"id":"W2761902729","doi":"10.1002/adfm.201703606","title":"Microfabricated Drug Delivery Devices: Design, Fabrication, and Applications","year":2017,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transdermal; Microfabrication; Drug delivery; Nanotechnology; Materials science; Fabrication; Systems engineering; Computer science; Engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005948727,0.0002719903,0.0003241657,0.00008995377,0.001392076,0.0001186738,0.0003746377,0.0001791432,0.0007280593],"category_scores_gemma":[0.0001523788,0.0002741174,0.00004279059,0.00008202675,0.0003123061,0.0006470121,0.0001637633,0.0002029838,0.0006049331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009416188,"about_ca_system_score_gemma":0.00007209001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003605242,"about_ca_topic_score_gemma":0.000007847521,"domain_scores_codex":[0.9981579,0.0002742765,0.0004782145,0.0005414894,0.0001559672,0.0003921429],"domain_scores_gemma":[0.9978858,0.0004186219,0.000549997,0.0005526239,0.0003888452,0.0002041296],"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":[0.0006631786,0.0001532207,0.003605418,0.00009540695,0.0001811142,0.000007990891,0.00009885424,0.001581657,0.9487364,0.002027928,0.005034237,0.03781458],"study_design_scores_gemma":[0.0019251,0.00004715162,0.02874313,0.00003332434,0.0001436895,0.00005466373,0.0001256704,0.0001776098,0.505547,0.003690629,0.4589562,0.0005558144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.863579,0.003220076,0.1198778,0.001517604,0.005328235,0.00323662,0.0005641468,0.0005355206,0.002141038],"genre_scores_gemma":[0.9917014,0.000508489,0.003086775,0.0009921871,0.0006801349,0.0008178498,0.0001399278,0.00004128996,0.002031954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.453922,"threshold_uncertainty_score":0.9999711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001005567125178,"score_gpt":0.3850523528068152,"score_spread":0.2849517960942974,"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."}}