{"id":"W4414951194","doi":"10.20944/preprints202510.0082.v1","title":"HPV Testing, Self-Collection, and Vaccination: A Comprehensive Approach to Cervical Cancer Prevention","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Outreach; Vaccination; Incidence (geometry); Cervical screening; HPV vaccines; Cancer prevention; Cervical cancer screening","routes":{"ca_aff":false,"ca_fund":false,"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":[0.01024171,0.001170345,0.001150685,0.003403879,0.004247288,0.006369897,0.00160621,0.002144042,0.007203337],"category_scores_gemma":[0.01133604,0.0005998242,0.0007846588,0.004006423,0.003919849,0.002119688,0.003113685,0.003134918,0.002285444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02772692,"about_ca_system_score_gemma":0.1374771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6448398,"about_ca_topic_score_gemma":0.7729723,"domain_scores_codex":[0.9927621,0.001675417,0.0002697155,0.0004252863,0.004213607,0.0006538465],"domain_scores_gemma":[0.9922002,0.001329451,0.0003261578,0.0006665049,0.003591182,0.001886436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004194404,0.0001188529,0.004894572,0.001431843,0.00007858293,0.0001594176,0.001661883,0.0007918843,0.0006557684,0.01866307,0.4241919,0.5473103],"study_design_scores_gemma":[0.00001897633,0.00007268752,0.02013377,0.002251,0.00007768801,0.0002635301,0.00136189,0.0006580323,0.0008415135,0.01549807,0.9587501,0.0000727217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008585203,0.1831508,0.0479222,0.5807298,0.01644838,0.001419218,0.003085865,0.002580233,0.1560784],"genre_scores_gemma":[0.1689002,0.3647357,0.1844307,0.08913035,0.01393075,0.001099017,0.0054702,0.0008647251,0.1714384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6448398,"threshold_uncertainty_score":0.7145036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1904884683793055,"score_gpt":0.4276985749104598,"score_spread":0.2372101065311543,"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."}}