{"id":"W7116499181","doi":"10.18280/ijsse.150903","title":"Design of an Automated UV-C Disinfection Capsule Prototype","year":2025,"lang":"","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Capsule","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006021291,0.0005839535,0.0004599383,0.0004747273,0.000245243,0.0006238674,0.001815821,0.0008737776,0.001948812],"category_scores_gemma":[0.0008044764,0.0003640252,0.0004913543,0.0002140234,0.0002771243,0.0005302833,0.0004608872,0.0003237962,0.0007065632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003626457,"about_ca_system_score_gemma":0.0007876719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006294886,"about_ca_topic_score_gemma":0.0003584064,"domain_scores_codex":[0.9994156,0.00005216756,0.00003562224,0.0001355638,0.000293085,0.00006796754],"domain_scores_gemma":[0.9994407,0.00008415836,0.0001112493,0.00008259933,0.0002169855,0.00006429407],"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":[0.0001911582,0.0001244943,0.0009702513,0.0004374479,0.00002658031,0.0003197014,0.00009332012,0.002438469,0.9531684,0.0005991276,0.0007871475,0.04084389],"study_design_scores_gemma":[0.0001112305,0.002545879,0.006936857,0.00004328223,0.00008398813,0.001423966,0.00006228589,0.03186671,0.9315082,0.0001578374,0.0251578,0.0001019635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4592241,0.001082032,0.524808,0.0003632202,0.0003865543,0.00209849,0.000676556,0.004082666,0.007278347],"genre_scores_gemma":[0.7068142,0.0004476326,0.2835872,0.0002070906,0.0000558055,0.0009377012,0.0005608794,0.0001741277,0.007215435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001948812,"threshold_uncertainty_score":0.006519377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665059736965931,"score_gpt":0.302677029358644,"score_spread":0.2860264319889848,"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."}}