{"id":"W2048197612","doi":"10.1007/s10461-012-0279-x","title":"Differences Between Seven Measures of Self-Reported Numbers of Clients of Female Sex Workers in Southern India: Implications for Individual- and Population-Level Analysis","year":2012,"lang":"en","type":"article","venue":"AIDS and Behavior","topic":"Sex work and related issues","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Health psychology; Public health; Demography; Population; Psychology; Male female; Female sex; Sex workers; Medicine; Clinical psychology; Environmental health; Research methodology; Nursing; Sociology; Internal 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":[0.0005327478,0.00006956693,0.000289907,0.0001779317,0.0001002352,0.000009564943,0.00007974834,0.0001305134,0.000009734829],"category_scores_gemma":[0.00004010059,0.00005778248,0.00006418227,0.0005445807,0.0001348317,0.00007714523,0.00002154828,0.0000476634,1.003986e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009548159,"about_ca_system_score_gemma":0.00002667251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008264344,"about_ca_topic_score_gemma":0.0006239169,"domain_scores_codex":[0.9991472,0.00007049507,0.0003432897,0.0001172024,0.0001724808,0.0001493135],"domain_scores_gemma":[0.9993809,0.0001263021,0.0002695679,0.00008932211,0.00006801595,0.00006583808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002614767,0.0001251714,0.9494282,0.000009074817,0.000269485,3.197226e-8,0.04098751,5.865566e-7,0.00002780048,0.00003839835,0.000001403762,0.00910974],"study_design_scores_gemma":[0.0001846296,0.00003432515,0.9683627,0.00001801319,0.001656331,8.142685e-8,0.02953081,4.304269e-7,0.00005819281,0.0000851037,0.000005695928,0.0000636655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992832,0.0002521651,0.00001935433,0.00001908723,0.00002251336,0.0002466429,0.00008688852,0.000007466691,0.00006266138],"genre_scores_gemma":[0.9990386,0.00004743793,0.0007360487,0.000001361701,0.0000192488,0.00002264181,0.00003788337,0.000004544261,0.000092277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01893454,"threshold_uncertainty_score":0.9983397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09103865313818114,"score_gpt":0.3557901425844797,"score_spread":0.2647514894462985,"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."}}