{"id":"W3194689746","doi":"10.1093/ofid/ofab457","title":"Elucidating Drivers for Variations in the Explosive Human Immunodeficiency Virus Epidemic Among People Who Inject Drugs in Pakistan","year":2021,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Manitoba","funders":"National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research; University of Bristol; National Institute for Health and Care Research","keywords":"Medicine; Human immunodeficiency virus (HIV); Explosive material; Virology; Environmental health; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005879077,0.0002639974,0.0005701519,0.0002645442,0.0005677946,0.0002327104,0.0004244025,0.00009752208,0.000182177],"category_scores_gemma":[0.001158181,0.0002310775,0.0001663455,0.001167813,0.00009327816,0.000584466,0.0002990818,0.0003294165,0.00002473059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003328774,"about_ca_system_score_gemma":0.0004374466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004890974,"about_ca_topic_score_gemma":0.01982877,"domain_scores_codex":[0.9975747,0.0003426935,0.0006331905,0.0005489382,0.0003075943,0.0005929134],"domain_scores_gemma":[0.9979504,0.0008617925,0.0002320573,0.0006607614,0.0001746169,0.0001203385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006256036,0.001050531,0.9580622,0.00008447172,0.00006156811,0.00003991298,0.03083249,0.0002718591,0.0008888778,0.005007291,0.00130762,0.002330597],"study_design_scores_gemma":[0.004564334,0.0004508912,0.7981478,0.0004208881,0.0002236506,0.00002404411,0.1877135,0.001229056,0.0005955354,0.005875659,0.0003029777,0.000451686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824734,0.000295726,0.0004871183,0.0006586445,0.0001284021,0.002341589,0.0001747519,0.00006898331,0.01337133],"genre_scores_gemma":[0.9973357,0.00006801945,0.00007468389,0.0007571815,0.00004588471,0.001025781,0.0003690427,0.0000509172,0.00027283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1599144,"threshold_uncertainty_score":0.9980568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772997189065832,"score_gpt":0.3715355986442367,"score_spread":0.3438056267535784,"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."}}