{"id":"W2164029949","doi":"10.5402/2012/514146","title":"HPV Type Distribution and Cervical Cytology among HIV-Positive Tanzanian and South African Women","year":2012,"lang":"en","type":"article","venue":"ISRN Obstetrics and Gynecology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"Lawson Health Research Institute","keywords":"Tanzania; Cytology; Medicine; Human immunodeficiency virus (HIV); Distribution (mathematics); Virology; Obstetrics; Gynecology; Socioeconomics; Sociology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003272634,0.0001790367,0.0001489776,0.0008180162,0.0005015408,0.0003236592,0.0001863345,0.0003122069,0.001933094],"category_scores_gemma":[0.002032704,0.000280235,0.0001076056,0.0005764806,0.0003535107,0.0002772028,0.0002499838,0.0001896962,0.0002151331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003078411,"about_ca_system_score_gemma":0.0002414654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01069926,"about_ca_topic_score_gemma":0.01086291,"domain_scores_codex":[0.9998263,0.00005460833,0.0000146785,0.0000278464,0.00003069502,0.00004592859],"domain_scores_gemma":[0.999535,0.0001166627,0.0001632999,0.00002284941,0.00005088142,0.0001114663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008521849,0.00001936191,0.9981237,0.00001272927,0.000009838835,0.0001305868,0.0003589279,0.00001249779,0.0002715627,0.000009682982,0.00008059473,0.0008852461],"study_design_scores_gemma":[0.00000912682,0.00009758458,0.9986437,0.00001287125,0.00000951017,0.0004464536,0.0005218168,0.00005575005,0.00004860014,0.0000143537,0.0001375021,0.000002708876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994487,0.0002583714,0.000008989436,0.0000340773,0.000002282552,0.000005409737,0.0001004116,7.118968e-7,0.0001410539],"genre_scores_gemma":[0.9996257,0.0001466175,0.00002158906,0.00002507503,0.00000386166,0.000007087186,0.00006374806,5.230936e-7,0.0001058547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01069926,"threshold_uncertainty_score":0.02127397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752453494018675,"score_gpt":0.2761387048075931,"score_spread":0.2586141698674063,"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."}}