{"id":"W4408779246","doi":"10.1371/journal.pgph.0004359","title":"Cholera vaccines for the rich, cholera for the poor: While the global cholera vaccine stockpile runs dry, a booming market for high-income countries exemplifies the chasm between commercial interests and global health needs","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"Cholera vaccine; Cholera; Stockpile; Virology; Business; Vibrio cholerae; Biology; Political science; Bacteria; Law","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002887012,0.0005906625,0.0008204744,0.00005350417,0.003517706,0.0007983734,0.001548243,0.0002191312,0.00001195498],"category_scores_gemma":[0.001126719,0.0003104225,0.0002718375,0.0006631332,0.0003651187,0.00005315991,0.001114012,0.0002926382,0.00000152198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006816413,"about_ca_system_score_gemma":0.001609859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650723,"about_ca_topic_score_gemma":0.002844765,"domain_scores_codex":[0.9958172,0.0003594299,0.0009186298,0.0007588966,0.0004495637,0.001696282],"domain_scores_gemma":[0.9964461,0.001085883,0.0004614316,0.001073613,0.0006191051,0.0003138426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005488981,0.0007043621,0.1548757,0.0026977,0.00677292,9.395998e-7,0.004370579,0.00004080753,0.00008231521,0.02896659,0.692671,0.1033281],"study_design_scores_gemma":[0.00372216,0.001012264,0.3194876,0.0001196378,0.0001265856,0.000006766234,0.001154639,0.0006355229,0.00003286263,0.0006416347,0.6727577,0.0003025911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1768991,0.01387402,0.01092,0.7782097,0.0009971466,0.008944795,0.009920204,0.00008479361,0.0001502417],"genre_scores_gemma":[0.9565638,0.00227693,0.0003115905,0.03524528,0.002193633,0.002714547,0.0004155254,0.0000448606,0.000233822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7796648,"threshold_uncertainty_score":0.9999348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03257234915949388,"score_gpt":0.3478340205647045,"score_spread":0.3152616714052107,"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."}}