{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002515489,0.0001406449,0.0003620742,0.0001250777,0.0001324395,0.00002473429,0.000045108,0.0002398951,0.0006091163],"category_scores_gemma":[0.00201902,0.0001187067,0.00002194341,0.0003662807,0.0003828002,0.0000691418,0.0001652341,0.0003256755,0.00001604099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760559,"about_ca_system_score_gemma":0.00005797277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004531841,"about_ca_topic_score_gemma":0.00004636753,"domain_scores_codex":[0.9986913,0.00008306438,0.0001798236,0.0002839538,0.0001409829,0.0006209227],"domain_scores_gemma":[0.997651,0.0014697,0.00004718595,0.0001317489,0.0001469934,0.0005534179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844374,0.0001254533,0.909225,0.00008618266,0.00006058374,0.0000431031,0.002146637,7.949563e-8,0.00003389563,0.002154162,0.0001866641,0.08575381],"study_design_scores_gemma":[0.001451836,0.000791141,0.9806207,0.000002449761,0.00005243885,0.0000536388,0.001113265,0.0001022622,0.00003021397,0.0002358541,0.01542044,0.0001257511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914296,0.002365888,0.00006775047,0.0007992848,0.00026373,0.0002526081,0.00007208713,0.00002214989,0.004726962],"genre_scores_gemma":[0.9983948,0.0006958891,0.00003892759,0.0003491434,0.000114402,0.00002075501,0.00006064987,0.00001367189,0.0003116867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08562806,"threshold_uncertainty_score":0.6669397,"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."}}