{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007847094,0.00009381532,0.0001892042,0.000105455,0.0001385634,0.00009577675,0.0001143148,0.0001206199,0.01845912],"category_scores_gemma":[0.0003108296,0.00006369445,0.00008231583,0.0001598315,0.0002357862,0.00007005301,0.00008490859,0.001266899,0.00006864815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400948,"about_ca_system_score_gemma":0.0003706211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001290959,"about_ca_topic_score_gemma":0.00002440846,"domain_scores_codex":[0.9980923,0.0000476551,0.0002435575,0.0001853906,0.001134208,0.0002969163],"domain_scores_gemma":[0.998817,0.0000812743,0.00001720158,0.0001067851,0.00008506134,0.0008927312],"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":[0.00008502889,0.00008182656,0.01343417,0.001436667,0.0001142629,0.003942587,0.0001335311,1.029042e-7,0.000176003,0.003955632,0.01421103,0.9624292],"study_design_scores_gemma":[0.00406215,0.001843398,0.8189965,0.002719384,0.0003867556,0.02340203,0.0001915283,0.01045355,0.000136431,0.0179936,0.1193497,0.0004650187],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6239023,0.101895,0.002697712,0.07259241,0.002087394,0.0005659022,0.00003440284,0.0003297788,0.1958951],"genre_scores_gemma":[0.9875589,0.006138829,0.0000837656,0.001039905,0.001470975,0.00000426709,0.00000346105,0.0000199256,0.003679982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9619641,"threshold_uncertainty_score":0.9824381,"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."}}