{"id":"W1542071161","doi":"10.1111/tmi.12004","title":"Human papillomavirus distribution in invasive cervical carcinoma in sub‐Saharan Africa: could HIV explain the differences?","year":2012,"lang":"en","type":"article","venue":"Tropical Medicine & International Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Canadian Institutes of Health Research; GAVI Alliance","keywords":"Medicine; Cervical cancer; Gynecology; Genotyping; Human papillomavirus; Cervical screening; Oncology; Internal medicine; Virology; Cancer; Genotype; Biology; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005981975,0.0002011508,0.000528561,0.0001902153,0.0001069217,0.00001222341,0.0003053422,0.0001223938,0.002168639],"category_scores_gemma":[0.000524861,0.0001254772,0.00007491474,0.0004066468,0.0003026446,0.0001015824,0.0001074011,0.0009976641,0.00006653979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149153,"about_ca_system_score_gemma":0.0002280967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00207545,"about_ca_topic_score_gemma":0.002097344,"domain_scores_codex":[0.9969109,0.0002758645,0.0007186586,0.00031855,0.001057114,0.0007189674],"domain_scores_gemma":[0.9985979,0.0003946257,0.0001061755,0.0002578601,0.0001392464,0.0005042444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005813299,0.000606473,0.9683973,0.0001546529,0.00002091533,0.00004664189,0.001146232,8.661866e-7,0.0001628194,0.01023418,0.008905317,0.009743295],"study_design_scores_gemma":[0.003780386,0.0006311814,0.9860005,0.0001803936,0.00001066083,0.00002615223,0.000307831,0.0001786438,0.00004499276,0.000539888,0.008196536,0.0001028038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134479,0.002862883,0.0001246877,0.07721337,0.0003788185,0.0007168295,0.00005586988,0.00002846223,0.005171237],"genre_scores_gemma":[0.9951056,0.000605021,0.000009776855,0.002403116,0.001319438,0.0001308602,0.0002562125,0.00001591289,0.0001541255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08165769,"threshold_uncertainty_score":0.9987435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09285863797266153,"score_gpt":0.3861954235158307,"score_spread":0.2933367855431692,"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."}}