{"id":"W4409063685","doi":"10.1007/978-981-96-4603-6_21","title":"Optimizing Public Health: A Nationwide Vaccine Distribution Management System","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Computer science","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":[0.0007237507,0.0006229375,0.0004843786,0.0007399751,0.0005919411,0.001160632,0.001023053,0.0006731979,0.01503324],"category_scores_gemma":[0.001567189,0.0003770447,0.0003378282,0.0008631056,0.0002320056,0.001322711,0.001085172,0.0004876702,0.002246928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000998255,"about_ca_system_score_gemma":0.001647152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009502785,"about_ca_topic_score_gemma":0.009469974,"domain_scores_codex":[0.999714,0.0000723786,0.00002034535,0.0000893545,0.00005910265,0.00004476423],"domain_scores_gemma":[0.9993824,0.0002349571,0.00006256611,0.0001055515,0.0001307704,0.00008376327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008345105,0.0008278897,0.01221245,0.0001047547,0.0001056505,0.0002972443,0.0001658662,0.2698685,0.01141293,0.007739344,0.090196,0.6062348],"study_design_scores_gemma":[0.0001159356,0.0001344941,0.002766765,0.000009855099,0.00004376551,0.00006186705,0.00008126674,0.9719765,0.003393878,0.006403412,0.01499145,0.0000208371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1526928,0.0003512819,0.7158833,0.00243566,0.0002691371,0.0007376992,0.004299184,0.07863409,0.04469693],"genre_scores_gemma":[0.6480322,0.000226721,0.3177903,0.0006656118,0.000143167,0.0004353136,0.004477432,0.0008029492,0.02742627],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01503324,"threshold_uncertainty_score":0.05029124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302585358613198,"score_gpt":0.3133874102243215,"score_spread":0.2803615566381895,"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."}}