{"id":"W4392382529","doi":"10.15537/smj.2024.45.3.20230824","title":"Human papillomavirus prevalence and dynamics","year":2024,"lang":"en","type":"article","venue":"Saudi Medical Journal","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada); SAIT Polytechnic","funders":"","keywords":"Medicine; Confidence interval; Human papillomavirus; HPV infection; Odds ratio; Incidence (geometry); Demography; Prevalence; Population; Cumulative incidence; Obstetrics; Cohort; Young adult; Papillomaviridae; Cohort study; Gynecology; Epidemiology; Internal medicine; Cervical cancer; Cancer; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008368909,0.0002756145,0.0001911984,0.001294123,0.0001855561,0.0006117527,0.0003307888,0.0003103255,0.001533366],"category_scores_gemma":[0.002395813,0.0001745289,0.000287429,0.0009338644,0.0001753893,0.0007178765,0.0003807044,0.0002283625,0.0003684867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004560424,"about_ca_system_score_gemma":0.0004471172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008958841,"about_ca_topic_score_gemma":0.005234247,"domain_scores_codex":[0.9996011,0.00006955841,0.0000624297,0.00009732795,0.0001180225,0.00005166885],"domain_scores_gemma":[0.9980469,0.0001919471,0.001037532,0.00006289243,0.0005414432,0.0001193048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002985747,0.000009748369,0.9965334,0.00004853562,0.00003474862,0.00002101036,0.00006786026,0.00008050715,0.0002779525,0.00001488587,0.00005948268,0.002821899],"study_design_scores_gemma":[0.000002312438,0.00007768357,0.9984107,0.00002969308,0.00002299919,0.0003116843,0.0001951821,0.000275522,0.0002083946,0.00002031819,0.0004425078,0.000002894004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953262,0.001552498,0.0003578613,0.00005437442,0.000007629533,0.00003324026,0.001849033,0.00001233558,0.000806799],"genre_scores_gemma":[0.9973774,0.000737293,0.0004585752,0.0000211405,0.00001132051,0.0000214446,0.001067582,0.000001536483,0.0003037833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008958841,"threshold_uncertainty_score":0.01781338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434202112547666,"score_gpt":0.3836316238913108,"score_spread":0.3592896027658341,"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."}}