{"id":"W1992643567","doi":"10.1007/s13524-012-0114-z","title":"Polygyny, Partnership Concurrency, and HIV Transmission in Sub-Saharan Africa","year":2012,"lang":"en","type":"article","venue":"Demography","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Polygyny; Serostatus; Demography; Ethnic group; Population; Human immunodeficiency virus (HIV); Geography; Medicine; Political science; Sociology; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009332863,0.0001839204,0.0002807045,0.0002844864,0.0003646222,0.000003753918,0.00009217172,0.0002031366,0.0001085735],"category_scores_gemma":[0.00003765657,0.0001410817,0.00006101131,0.0005431406,0.0001353928,0.0001758223,0.00003879248,0.0007006442,0.0001323304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002669078,"about_ca_system_score_gemma":0.00006707791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000225933,"about_ca_topic_score_gemma":0.000008312292,"domain_scores_codex":[0.9975709,0.000599645,0.000417749,0.0003391262,0.0001858074,0.0008867447],"domain_scores_gemma":[0.9990331,0.000176326,0.0001096114,0.0002211199,0.00003928108,0.0004205607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009504213,0.0003087425,0.9610104,0.0003707097,0.00001130008,0.000001878388,0.006613971,1.198432e-7,0.0008289978,0.0009915808,0.02012744,0.009639822],"study_design_scores_gemma":[0.0008703953,0.00004837044,0.6648011,0.0002256623,0.00001483404,0.000001968828,0.001165948,0.00001265817,0.00008615725,0.0004420516,0.3321265,0.000204382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930028,0.04572751,0.0005827119,0.00322292,0.0009562038,0.001542514,0.00002464353,0.0001876233,0.01772787],"genre_scores_gemma":[0.9968848,0.001487442,0.0001469354,0.0003946858,0.0004541375,0.00004916207,0.00001874746,0.00002315795,0.0005409261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.311999,"threshold_uncertainty_score":0.5753146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168560761548065,"score_gpt":0.4055809728855763,"score_spread":0.2887248967307698,"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."}}