{"id":"W2022546840","doi":"10.1097/00002030-200012010-00014","title":"Adjusting ante-natal clinic data for improved estimates of HIV prevalence among women in sub-Saharan Africa","year":2000,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles","funders":"","keywords":"Medicine; Population; Demography; Epidemiology; Fertility; Tanzania; Family planning; Environmental health; Research methodology; Geography; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009549436,0.0000993518,0.0002940768,0.0001336636,0.00004009401,0.00001332882,0.0003390362,0.00005611118,0.001841689],"category_scores_gemma":[0.001785754,0.00008680044,0.00008178529,0.0002467102,0.0001300668,0.0002696629,0.0001051513,0.0001801065,0.00006135125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000457118,"about_ca_system_score_gemma":0.00008542866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000679747,"about_ca_topic_score_gemma":0.0000157725,"domain_scores_codex":[0.9986185,0.00004330775,0.0004280612,0.0002977907,0.0001469299,0.0004653698],"domain_scores_gemma":[0.9988402,0.000285576,0.00006203527,0.0005831844,0.00007079007,0.0001582402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001849611,0.001380914,0.2404445,0.004166146,0.0003210132,0.00004545182,0.001260307,0.000004289024,0.04959736,0.00001258341,0.09988462,0.6010332],"study_design_scores_gemma":[0.01944981,0.02793381,0.4798978,0.008679148,0.0004817531,0.00005357738,0.001463957,0.4038509,0.02346762,0.0009366983,0.03277274,0.00101228],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927694,0.001497201,0.0005009581,0.0001032095,0.00001937186,0.0006690255,0.000815352,0.00003404657,0.003591483],"genre_scores_gemma":[0.9737361,0.0007671776,0.003017784,0.0000143448,0.00006819301,0.0001123088,0.0003346522,0.00002253581,0.02192691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6000209,"threshold_uncertainty_score":0.9990708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05101754861514944,"score_gpt":0.3599492892653031,"score_spread":0.3089317406501537,"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."}}