{"id":"W2059986144","doi":"10.1136/sti.2010.044909","title":"From individuals to complex systems: exploring the sexual networks of men who have sex with men in three cities of Karnataka, India","year":2010,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"","keywords":"Psychological intervention; Vulnerability (computing); Focus group; Medicine; Men who have sex with men; Ethnography; Sexual contact; Set (abstract data type); Human immunodeficiency virus (HIV); Demography; Social psychology; Psychology; Geography; Sociology; Psychiatry; Computer security; Computer science; Family medicine; Gonorrhea","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":[0.0005970268,0.0002350048,0.0005716259,0.000539454,0.0001634461,0.00004940475,0.0002878522,0.0001306244,0.0003074922],"category_scores_gemma":[0.0001197184,0.0001696764,0.00008541354,0.0007775488,0.000314812,0.0002390905,0.0000570624,0.0008956713,0.000006480839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004503861,"about_ca_system_score_gemma":0.0001713062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333599,"about_ca_topic_score_gemma":0.01115514,"domain_scores_codex":[0.9978232,0.000178584,0.0007000594,0.0003259442,0.0005346744,0.0004375202],"domain_scores_gemma":[0.9983432,0.0004605881,0.0001394746,0.0005801824,0.0002588932,0.0002176554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002874669,0.001266161,0.9139603,0.0004330612,0.001913089,0.00002241648,0.0238909,0.00380343,0.02181333,0.001843479,0.01559021,0.0151761],"study_design_scores_gemma":[0.003215741,0.005782758,0.9381257,0.0007053757,0.00027394,0.00003926742,0.02861752,0.01875738,0.001198589,0.0001954331,0.002730993,0.0003573208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653333,0.00008564323,0.01301679,0.0004571693,0.00006222803,0.001269012,0.000443842,0.00005963504,0.01927235],"genre_scores_gemma":[0.9966376,0.00002064682,0.0001998713,0.00003613519,0.0002250541,0.0004240545,0.0001535374,0.00004160163,0.002261526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03130424,"threshold_uncertainty_score":0.9932343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03436782125817479,"score_gpt":0.2945099698356032,"score_spread":0.2601421485774285,"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."}}