{"id":"W4390734864","doi":"10.3390/tropicalmed9010019","title":"Patterns of Rising HIV Positivity in Northern Madagascar: Evidence of an Urgent Public Health Concern","year":2024,"lang":"en","type":"article","venue":"Tropical Medicine and Infectious Disease","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Population; Concordance; Public health; Medicine; Demography; HIV screening; Environmental health; Human immunodeficiency virus (HIV); Scarcity; Geography; Men who have sex with men; Immunology; Pathology","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":[0.0003543946,0.0001627761,0.0001951653,0.0008538878,0.0007367581,0.000966152,0.0003722812,0.0002675838,0.003047161],"category_scores_gemma":[0.001475785,0.0001259792,0.000149489,0.001852415,0.0008896107,0.0005320102,0.0007003106,0.0003870637,0.0001312005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007463639,"about_ca_system_score_gemma":0.0007637158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05681254,"about_ca_topic_score_gemma":0.08178423,"domain_scores_codex":[0.9996401,0.0001242356,0.00002492904,0.00007284953,0.00004434873,0.00009351657],"domain_scores_gemma":[0.999067,0.0001892925,0.0004583128,0.00005234513,0.00009143173,0.0001416457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006960038,0.00002143582,0.975368,0.0001839364,0.00004050956,0.0008176431,0.00557915,0.00008786791,0.0008099161,0.0002870768,0.001513582,0.01522128],"study_design_scores_gemma":[0.000001376399,0.00001386565,0.9946436,0.0000417068,0.000006643035,0.0003275361,0.003175944,0.00007015115,0.00004203311,0.00005501655,0.001615886,0.000006332762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936673,0.0009593766,0.00009681213,0.001866007,0.00001349535,0.00001332309,0.0006315479,0.00001302818,0.002739062],"genre_scores_gemma":[0.9988954,0.0004169095,0.0001125849,0.0001733461,0.00001422833,0.00001071367,0.0002214944,0.000002528633,0.0001527424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05681254,"threshold_uncertainty_score":0.1129637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0642913260573547,"score_gpt":0.3886384132368695,"score_spread":0.3243470871795148,"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."}}