{"id":"W4409706031","doi":"10.3390/vaccines13050439","title":"WHO Workshop Report: Regulatory Science to Inform Clinical Pathways for Shigella Vaccines Intended for Use in Children in Low- and Middle-Income Countries","year":2025,"lang":"en","type":"article","venue":"Vaccines","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Product (mathematics); New product development; Medicine; Clinical study design; Population; Clinical trial; Business; Public relations; Environmental health; Political science; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002580888,0.0001971926,0.0007528011,0.0007632187,0.0001101036,0.00006463225,0.0002296487,0.0001495868,0.000006442849],"category_scores_gemma":[0.01236813,0.0001612587,0.0001030665,0.0007013442,0.0001374058,0.0002963846,0.0002412168,0.000221764,0.000001675013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108109,"about_ca_system_score_gemma":0.0003164331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159303,"about_ca_topic_score_gemma":0.001515077,"domain_scores_codex":[0.9973971,0.00004632007,0.001102763,0.0005897077,0.0001652015,0.0006988565],"domain_scores_gemma":[0.998368,0.0004485127,0.0001248741,0.0004389253,0.0003675137,0.0002521752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002584569,0.00006437633,0.9925326,0.0003223259,0.00002675689,0.00002369925,0.00005687646,0.000009620058,0.00005829293,0.0006165691,0.001529424,0.002174919],"study_design_scores_gemma":[0.003855337,0.0005282449,0.9906592,0.001771407,0.00001491392,0.00007920619,0.00009643337,0.0008602708,0.0001493691,0.0007712806,0.001094569,0.0001197922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911266,0.00028819,0.0003896566,0.005938736,0.0002386024,0.001916214,0.0000289579,0.00003422525,0.00003883489],"genre_scores_gemma":[0.9932314,0.0002911967,0.003089129,0.001945982,0.0001763295,0.0002715191,0.00003315853,0.0000172715,0.0009440157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009787244,"threshold_uncertainty_score":0.9959511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05397977074996593,"score_gpt":0.3772579404092434,"score_spread":0.3232781696592775,"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."}}