{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001553934,0.00009017412,0.0002617695,0.0001026958,0.00009756542,0.000005146057,0.00004615243,0.0001142335,0.00002145708],"category_scores_gemma":[0.0002393437,0.00005982995,0.0000329506,0.000108088,0.0002689221,0.0000373513,0.00002791131,0.0001094227,0.000004392399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001910088,"about_ca_system_score_gemma":0.0001462119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005756394,"about_ca_topic_score_gemma":0.00003686931,"domain_scores_codex":[0.9992298,0.0002207781,0.0001072659,0.0002363193,0.0000204732,0.0001853202],"domain_scores_gemma":[0.9996397,0.00005300718,0.0000270677,0.0001347832,0.00002788487,0.0001175767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002895858,0.0007691777,0.7984101,0.00009118355,0.0002703732,0.000003520057,0.0006073358,7.182938e-8,0.002008944,0.03895945,0.005363737,0.1532265],"study_design_scores_gemma":[0.001587086,0.001813213,0.9431266,0.00006290406,0.00009701527,0.00002040909,0.001627862,0.0002779776,0.0004388918,0.002952472,0.04780596,0.0001895788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335933,0.01506614,0.0005224248,0.008796075,0.0001686403,0.0003458845,0.00002985081,0.0001647004,0.04131297],"genre_scores_gemma":[0.9945889,0.0002108193,0.00039043,0.00405076,0.00003992671,0.00003057555,0.0001095394,0.000003693456,0.0005753424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.153037,"threshold_uncertainty_score":0.2439795,"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."}}