{"id":"W7117877699","doi":"10.64483/202522428","title":"Packaging and Shipping of Infectious Materials: Integrated Health Security Governance, Administrative Compliance, Medical Secretariat Coordination, and Pharmacy Technician Logistics","year":2025,"lang":"","type":"article","venue":"Saudi Journal of Medicine and Public Health","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health and Long Term Care","funders":"","keywords":"Technician; Hazardous waste; Public health; International Health Regulations; Pharmacy; Preparedness; Infectious disease (medical specialty); Good manufacturing practice","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":[0.02844781,0.0003291922,0.0002827567,0.002162545,0.001507575,0.007781372,0.001121833,0.001335239,0.002814191],"category_scores_gemma":[0.02443814,0.0003105229,0.0004574594,0.002575902,0.00293623,0.004032267,0.004077141,0.001470136,0.0004659476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006789682,"about_ca_system_score_gemma":0.04290297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125519,"about_ca_topic_score_gemma":0.01071033,"domain_scores_codex":[0.9778091,0.0130651,0.002142231,0.001287151,0.003797697,0.001898694],"domain_scores_gemma":[0.9690574,0.009186622,0.01070629,0.001574927,0.005946562,0.00352811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002134464,0.0006172685,0.1871352,0.005688939,0.0002471851,0.0006411389,0.01179644,0.005052185,0.003351037,0.113704,0.0333099,0.6382434],"study_design_scores_gemma":[0.0001155682,0.001078322,0.5146474,0.01532223,0.0003996811,0.001504946,0.03294496,0.007906411,0.005260766,0.05554544,0.3650583,0.0002160599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4024469,0.06549868,0.1060727,0.2305175,0.001339284,0.003509241,0.001370269,0.001059103,0.1881862],"genre_scores_gemma":[0.9350393,0.01742161,0.03444289,0.007817434,0.0003625945,0.0004670775,0.0006344867,0.00005961096,0.003754917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02844781,"threshold_uncertainty_score":0.1504482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07909070951545885,"score_gpt":0.3949776833961209,"score_spread":0.315886973880662,"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."}}