{"id":"W4213209576","doi":"10.1364/boe.453270","title":"UV surface disinfection in a wearable drug delivery device","year":2022,"lang":"en","type":"article","venue":"Biomedical Optics Express","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Titan Medical (Canada)","funders":"","keywords":"Injector; Drug delivery; Drug; Targeted drug delivery; Human decontamination","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002787473,0.0003469943,0.0002937837,0.000251582,0.0001862645,0.0005589363,0.0003894238,0.0006430267,0.00113261],"category_scores_gemma":[0.0003242519,0.0002485854,0.0003513475,0.0001679412,0.0001949672,0.000375399,0.0003381669,0.0004751117,0.00074884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002097549,"about_ca_system_score_gemma":0.0001391903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001233219,"about_ca_topic_score_gemma":0.0001261408,"domain_scores_codex":[0.9996619,0.00005786393,0.00002119369,0.00008883971,0.000129106,0.00004109503],"domain_scores_gemma":[0.9997869,0.00006400697,0.00005953386,0.00003028601,0.00004134028,0.00001791524],"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":[0.00003600302,0.00002801114,0.0001899522,0.0001147279,0.000005670125,0.0001621764,0.00003868727,0.0002728431,0.9902139,0.0002087055,0.0002399154,0.008489406],"study_design_scores_gemma":[0.000009404314,0.0003927005,0.001173685,0.00002361297,0.00001198208,0.0003844901,0.00003516802,0.002180688,0.988703,0.00007171943,0.006998508,0.00001499593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8300639,0.006904761,0.1469079,0.0007900461,0.0008455668,0.0003708034,0.0003996226,0.001755273,0.01196206],"genre_scores_gemma":[0.9053495,0.002669084,0.07991245,0.0004959091,0.0001047292,0.0002010483,0.0001909826,0.0001208369,0.01095551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00113261,"threshold_uncertainty_score":0.003788948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03077572458243466,"score_gpt":0.3432933986916481,"score_spread":0.3125176741092134,"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."}}