{"id":"W4415151493","doi":"10.1186/s13062-025-00693-0","title":"Measles and public health: an integrative approach","year":2025,"lang":"en","type":"article","venue":"Biology Direct","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Measles; Outbreak; Epidemiology; Vaccination; Pandemic; Transmission (telecommunications); Public health; Measles vaccine","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":[0.008044222,0.001412553,0.001888412,0.0098592,0.002386312,0.01089058,0.002385224,0.004129014,0.005066198],"category_scores_gemma":[0.005406356,0.0005435235,0.001205924,0.00577199,0.009968108,0.008714634,0.009548967,0.00617617,0.0005650104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006881232,"about_ca_system_score_gemma":0.00877686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006458907,"about_ca_topic_score_gemma":0.006238766,"domain_scores_codex":[0.9967995,0.002243726,0.0001293157,0.0002792161,0.0003332368,0.0002150704],"domain_scores_gemma":[0.9927867,0.005155094,0.0003797785,0.0002853003,0.000647101,0.0007459894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006351505,0.0001728342,0.006853372,0.003627592,0.0005090961,0.001243751,0.01250323,0.003894162,0.0004609998,0.764832,0.03667634,0.1691631],"study_design_scores_gemma":[0.00001901495,0.0001059684,0.005688487,0.006727099,0.000186893,0.0009577682,0.0140954,0.003210683,0.0001282667,0.663458,0.3053653,0.00005703645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009948177,0.5572554,0.03894911,0.2901803,0.004762096,0.0001763587,0.0003646429,0.0002297163,0.09813413],"genre_scores_gemma":[0.2952348,0.6041402,0.04407824,0.03227772,0.01403915,0.0005026012,0.0003508184,0.0001101021,0.009266278],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01089058,"threshold_uncertainty_score":0.04992712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05240792950109965,"score_gpt":0.3617199437313997,"score_spread":0.3093120142303001,"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."}}