{"id":"W4310729168","doi":"10.1002/jia2.26042","title":"What can we learn from HIV, COVID‐19 and mpox stigma to guide stigma‐informed pandemic preparedness?","year":2022,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health; Women's College Hospital; University of Toronto","funders":"","keywords":"Stigma (botany); Pandemic; Syphilis; Medicine; Social distance; Blame; Refugee; Preparedness; Criminology; Social stigma; Disease; Infectious disease (medical specialty); Psychiatry; Coronavirus disease 2019 (COVID-19); Political science; Psychology; Human immunodeficiency virus (HIV); Family medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001133751,0.0001076001,0.0001857847,0.00005048641,0.0009765757,0.0002744938,0.001003593,0.00005722785,0.001195754],"category_scores_gemma":[0.0008293948,0.00008383206,0.0003005321,0.0001977513,0.00004109902,0.0005925644,0.0004297484,0.0004149878,0.000004317451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605533,"about_ca_system_score_gemma":0.001587456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001314045,"about_ca_topic_score_gemma":0.001653848,"domain_scores_codex":[0.9978512,0.0001463595,0.0004285428,0.0001542548,0.001222225,0.0001974249],"domain_scores_gemma":[0.9985822,0.0003899917,0.0004088071,0.0001324426,0.0002461396,0.0002403769],"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":[0.0001856046,0.00009890124,0.1771393,0.00001290188,0.0004969206,0.00001788117,0.2265933,0.001964743,0.0007339168,0.001428538,0.5822809,0.009047155],"study_design_scores_gemma":[0.0008532731,0.00008741691,0.007610634,0.00006692725,0.0000523836,0.00003651057,0.1077286,0.0001023736,0.00002997494,0.007486048,0.8757967,0.0001491503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250306,0.0009839013,0.000300316,0.0694625,0.002962987,0.0001675636,0.00008150916,0.0000205715,0.0009899948],"genre_scores_gemma":[0.9661502,0.003036184,0.00102571,0.01052366,0.001213701,0.00001153298,0.000006881365,0.00001410334,0.01801806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2935158,"threshold_uncertainty_score":0.9997173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03474382162082233,"score_gpt":0.33078841246665,"score_spread":0.2960445908458277,"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."}}