{"id":"W4400775062","doi":"10.1016/j.eclinm.2024.102735","title":"Optimal human papillomavirus vaccination strategies in the context of vaccine supply constraints in 100 countries","year":2024,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Centers for Disease Control and Prevention; Centre Hospitalier Universitaire de Québec; National Cancer Institute; National University of Singapore; Research Councils UK; National Institute for Health and Care Research; Wellcome Trust; Canadian Institutes of Health Research; Compute Canada; University of the Witwatersrand, Johannesburg; Fonds de Recherche du Québec - Santé; Université Laval; Harvard University; University of British Columbia; European Commission; World Health Organization; London School of Hygiene and Tropical Medicine; Bill and Melinda Gates Foundation; GAVI Alliance; PATH","keywords":"Medicine; Vaccination; Context (archaeology); Immunization; Cervical cancer; Human papillomavirus; Developing country; Human papillomavirus vaccine; Developed country; Public health; Low and middle income countries; Environmental health; Virology; Immunology; Economic growth; Cancer; Population; Gardasil; Antibody; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002200665,0.0001690844,0.0006175576,0.000320662,0.0000365666,0.00003740176,0.0002144887,0.0001463124,0.008641123],"category_scores_gemma":[0.0004820949,0.0001048395,0.0001010967,0.0006312091,0.0002879695,0.000126835,0.00004736228,0.0008055373,0.00004128494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009710626,"about_ca_system_score_gemma":0.0004116693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005250991,"about_ca_topic_score_gemma":0.001078475,"domain_scores_codex":[0.9975734,0.0001500384,0.0009753646,0.0003375739,0.0006329793,0.000330625],"domain_scores_gemma":[0.9980365,0.001320926,0.00006485004,0.0003196464,0.0001583679,0.00009968963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00600959,0.002549642,0.4176084,0.005307283,0.0004148288,0.004079011,0.01752583,0.00006119304,0.003034582,0.1377029,0.0309255,0.3747813],"study_design_scores_gemma":[0.007524068,0.002029147,0.9701113,0.000589655,0.00008188828,0.0000632739,0.007616893,0.0005415317,0.0003180205,0.001672756,0.009308405,0.0001430484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9373693,0.007228978,0.0000678286,0.024249,0.0002684013,0.001084343,0.00003574296,0.00005836284,0.02963801],"genre_scores_gemma":[0.9970612,0.000965583,0.00004319744,0.00123301,0.000377472,0.00004559337,0.00006407974,0.00001775261,0.0001921198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5525029,"threshold_uncertainty_score":0.9922651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05477067234248258,"score_gpt":0.432606127445844,"score_spread":0.3778354551033615,"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."}}