{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001459356,0.000168673,0.0002985197,0.0001747389,0.00077406,0.00001228759,0.0003281728,0.0001300004,0.001141994],"category_scores_gemma":[0.000391471,0.0001668483,0.00005892082,0.0006326395,0.0001086068,0.0001007026,0.0005948729,0.001106693,0.0002803294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002913323,"about_ca_system_score_gemma":0.0006928752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286909,"about_ca_topic_score_gemma":0.00009706835,"domain_scores_codex":[0.9969977,0.0005737066,0.0006040294,0.0003760557,0.0007148446,0.0007336825],"domain_scores_gemma":[0.9977305,0.001455021,0.0001716434,0.0003115225,0.00008266875,0.0002486244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002718031,0.008078098,0.5349025,0.003096136,0.0003580067,0.001207808,0.0576501,0.01289193,0.07593242,0.00641126,0.2841125,0.01264117],"study_design_scores_gemma":[0.01502359,0.0006924235,0.05990639,0.002254644,0.0001661676,0.00005008903,0.02997881,0.102303,0.001060063,0.002005693,0.7845439,0.002015271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903436,0.0002508487,0.0008429439,0.001576111,0.00283968,0.0004604968,0.00004876297,0.0001538945,0.003483616],"genre_scores_gemma":[0.9932252,0.00008256607,0.002439721,0.0006813635,0.0002967886,0.0001102207,0.00005102001,0.00004060631,0.003072502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5004314,"threshold_uncertainty_score":0.9997711,"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."}}