{"id":"W4407777150","doi":"10.20944/preprints202502.1641.v1","title":"Using Invitation Letters to Increase HPV Vaccination Among Adult Women","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CancerCare Manitoba Foundation","keywords":"Vaccination; Medicine; Demography; Virology; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002258649,0.0004708538,0.0003306523,0.0005722673,0.0003264199,0.0003250334,0.0005260838,0.0007742654,0.006611464],"category_scores_gemma":[0.007834859,0.0001514935,0.0003170901,0.0003220371,0.0002527481,0.0003006628,0.000417413,0.0005246893,0.001502527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006572705,"about_ca_system_score_gemma":0.001462022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005332583,"about_ca_topic_score_gemma":0.006287462,"domain_scores_codex":[0.9985423,0.0009609294,0.00006205514,0.00007212938,0.0001938969,0.0001686912],"domain_scores_gemma":[0.9978495,0.001055337,0.0005037512,0.00008516015,0.0001961251,0.0003100802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01094898,0.02926263,0.1275451,0.003806977,0.0003033904,0.0004264255,0.002416116,0.001247857,0.007798975,0.0003897453,0.01977577,0.796078],"study_design_scores_gemma":[0.01531271,0.1486299,0.742859,0.002740169,0.001395688,0.001092136,0.002099189,0.005353399,0.01609275,0.001359767,0.06295111,0.0001141998],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790765,0.002706292,0.001926614,0.004104775,0.0003968675,0.001915572,0.000403968,0.000576216,0.008893232],"genre_scores_gemma":[0.978216,0.002160928,0.009954254,0.002658401,0.0003903847,0.001730178,0.0002905872,0.00002140886,0.004577889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006611464,"threshold_uncertainty_score":0.02211756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09232105031554841,"score_gpt":0.3797399192892918,"score_spread":0.2874188689737435,"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."}}