{"id":"W2947451461","doi":"10.1186/s12889-019-6810-5","title":"Community-based self-collected human papillomavirus screening in rural Zimbabwe","year":2019,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"Fogarty International Center; National Institutes of Health; United Nations Population Fund; United States Agency for International Development","keywords":"Medicine; Outreach; Cervical cancer; Family medicine; Biostatistics; Public health; Community health; Environmental health; Population; Cancer screening; Cancer prevention; Developing country; Gynecology; Cancer; Nursing; Internal medicine; Economic growth","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":[0.0011491,0.0004561176,0.0001683573,0.001033316,0.0009094086,0.0005844184,0.0005131498,0.000298283,0.001837519],"category_scores_gemma":[0.003527763,0.0003136502,0.0002093411,0.000832706,0.0004494521,0.000529565,0.00105831,0.0003606896,0.0002062055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191167,"about_ca_system_score_gemma":0.001863018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0732439,"about_ca_topic_score_gemma":0.07932115,"domain_scores_codex":[0.9990758,0.0004474421,0.00004857436,0.00008184539,0.000124111,0.0002221833],"domain_scores_gemma":[0.9991643,0.0001399517,0.000236919,0.00005176709,0.0002081666,0.0001988258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002255967,0.0008200788,0.9256002,0.0004317433,0.00008866697,0.0006351807,0.01163753,0.0001791747,0.005223295,0.0002278274,0.00124656,0.05368417],"study_design_scores_gemma":[0.00008981763,0.001010135,0.9887406,0.0001815744,0.00005331317,0.00023606,0.005841962,0.0005030666,0.0005152382,0.0001011005,0.002709496,0.00001752118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970533,0.0002650539,0.0002750351,0.0002503705,0.000007692188,0.0006961604,0.0003342206,0.00001088285,0.00110734],"genre_scores_gemma":[0.9980949,0.0002458118,0.0005984537,0.00009454224,0.00000502218,0.0004506237,0.0001626563,0.000001495458,0.0003466065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0732439,"threshold_uncertainty_score":0.1456352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156705189055178,"score_gpt":0.3998778192984899,"score_spread":0.2842073003929721,"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."}}