{"id":"W2905436316","doi":"10.2196/11576","title":"Novel Approaches for Estimating Female Sex Worker Population Size in Conflict-Affected South Sudan","year":2018,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Census and Population Estimation","field":"Mathematics","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Population; Demography; Respondent; Geography; Medicine; Statistics; Environmental health; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006692305,0.0009038721,0.0008683135,0.005553953,0.0007879024,0.001951862,0.002253528,0.0007900349,0.003043053],"category_scores_gemma":[0.02001692,0.0006025709,0.001249454,0.002725965,0.0006423364,0.001332783,0.002501729,0.001052584,0.0004502325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843139,"about_ca_system_score_gemma":0.001473819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0156912,"about_ca_topic_score_gemma":0.0178219,"domain_scores_codex":[0.9970312,0.00159043,0.0001831503,0.0007230198,0.0003306495,0.0001415411],"domain_scores_gemma":[0.9941559,0.004060283,0.0008241915,0.0003273049,0.0005064962,0.0001258876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002419899,0.0002504438,0.4606731,0.0006714505,0.001194387,0.0007465942,0.003216859,0.1098147,0.003097887,0.02855503,0.00331672,0.3882208],"study_design_scores_gemma":[0.00005920955,0.0002088811,0.1388479,0.000352025,0.0001844605,0.0007767114,0.004092859,0.8079469,0.001308298,0.03400231,0.01212246,0.0000980325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2189769,0.001693429,0.7688822,0.0007278536,0.0001602946,0.0008426702,0.002181724,0.0003811889,0.006153832],"genre_scores_gemma":[0.4977131,0.0008044982,0.4965453,0.0001665553,0.0001201952,0.001380515,0.001372447,0.00005159336,0.001845746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0156912,"threshold_uncertainty_score":0.0353927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1582095719632223,"score_gpt":0.368424906144736,"score_spread":0.2102153341815137,"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."}}