{"id":"W7116785396","doi":"10.51200/bej.v6i1.6416","title":"CLOSING THE IMMUNITY GAP: A NARRATIVE REVIEW ON IMPROVING HEALTHCARE WORKER PERTUSSIS VACCINATION IN MALAYSIA THROUGH LESSONS FROM THE GLOBAL EXPERIENCE","year":2025,"lang":"","type":"article","venue":"Borneo Epidemiology Journal","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vaccination; Health care; Government (linguistics); Public health; Vaccination policy; Whooping cough; Health policy; Narrative review","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003422084,0.001015301,0.001996411,0.004680765,0.000446205,0.002493558,0.001046842,0.001527066,0.004378982],"category_scores_gemma":[0.01473661,0.0003601857,0.002340925,0.004785514,0.000544503,0.002579162,0.001181089,0.001164299,0.0003514626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114857,"about_ca_system_score_gemma":0.01102494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00488884,"about_ca_topic_score_gemma":0.01433349,"domain_scores_codex":[0.998133,0.0007748582,0.0005808555,0.0001374007,0.0002761613,0.00009766677],"domain_scores_gemma":[0.9928111,0.005037839,0.001235312,0.00006922911,0.0006986717,0.0001477222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001570097,0.00003771148,0.0005584355,0.7616653,0.001218357,0.0003121892,0.001123974,0.0002135882,0.0002315078,0.002099051,0.01047563,0.2219073],"study_design_scores_gemma":[0.00004372649,0.000159445,0.00187521,0.8541514,0.005013848,0.0006013107,0.001073408,0.00006721293,0.0001644747,0.0009558612,0.1358616,0.00003245228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003757076,0.9977876,0.00007315628,0.001036781,0.0001540834,0.00005148695,0.00008454071,0.000003163054,0.0004334988],"genre_scores_gemma":[0.002985216,0.9958917,0.0002010657,0.000636382,0.00008126866,0.00006254421,0.0000454254,0.000001196759,0.00009517519],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00488884,"threshold_uncertainty_score":0.01809794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.078716134149285,"score_gpt":0.4041225502862715,"score_spread":0.3254064161369865,"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."}}