{"id":"W1868945301","doi":"10.24908/ss.v7i1.3308","title":"Public Health STI/HIV Surveillance: Exploring the Society of Control","year":2009,"lang":"en","type":"article","venue":"Surveillance & Society","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Institute of Infection and Immunity; Canadian Institutes of Health Research","keywords":"Social control; Sovereignty; Sociology; Style (visual arts); Discipline; Variety (cybernetics); Control (management); Human immunodeficiency virus (HIV); Public relations; Political science; Law; Social science; Medicine; Computer science; Politics; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004020698,0.0004230912,0.001115965,0.00003092858,0.0004119292,0.00005675341,0.0004405643,0.0001689065,0.00006829904],"category_scores_gemma":[0.0003617139,0.0003093653,0.001042235,0.0008726029,0.0003813769,0.0002121128,0.00007150009,0.000758158,0.00004179089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003738723,"about_ca_system_score_gemma":0.0007017627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001201619,"about_ca_topic_score_gemma":0.00007873603,"domain_scores_codex":[0.9959525,0.0003928679,0.0008734079,0.0006393136,0.0009934468,0.001148402],"domain_scores_gemma":[0.9968979,0.0006128298,0.0004626167,0.001125009,0.0004979521,0.0004037253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002054113,0.0007952788,0.5914569,0.0005565304,0.0009462812,0.000006381955,0.05354009,0.0001624834,0.002338632,0.0005628176,0.2507449,0.09868424],"study_design_scores_gemma":[0.005332316,0.0006348545,0.9052631,0.0001012092,0.00002645826,0.00002909165,0.02443083,0.00195037,0.0001186282,0.0001754207,0.06139193,0.0005457549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8461075,0.007834213,0.00758895,0.1300763,0.0009962686,0.002372214,0.0004836765,0.0008473534,0.003693515],"genre_scores_gemma":[0.9858412,0.003759683,0.001079284,0.008007133,0.0006404542,0.00005319108,0.00009263816,0.00005867365,0.0004677692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3138062,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.111140228322953,"score_gpt":0.337552268985745,"score_spread":0.226412040662792,"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."}}