{"id":"W2117627534","doi":"10.1136/sextrans-2013-051062","title":"The organisation, operational dynamics and structure of female sex work in Pakistan","year":2013,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Sex work and related issues","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; Manitoba Health","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Sex work; Female sex; Typology; Work (physics); Socioeconomics; Demography; Geography; Transactional sex; Medicine; Human immunodeficiency virus (HIV); Population; Environmental health; Research methodology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001688304,0.00007836193,0.0000928854,0.00006519777,0.0007640466,0.0001129066,0.00009351323,0.0001342944,0.0004539194],"category_scores_gemma":[0.00004009817,0.00005857314,0.00001880629,0.0005713598,0.0003300321,0.0001538776,0.000007468719,0.0001949296,0.000007644983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005714463,"about_ca_system_score_gemma":0.0001272547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002715247,"about_ca_topic_score_gemma":0.008133838,"domain_scores_codex":[0.9991686,0.0001428313,0.000223937,0.0001276951,0.0001656906,0.0001712754],"domain_scores_gemma":[0.9994382,0.0002567379,0.0000418412,0.00009628604,0.0001155851,0.00005134936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001494321,0.0002172694,0.6168605,0.00001937789,0.0001395775,0.00000102553,0.2746446,0.001040761,0.0011348,0.07351746,0.0006649501,0.03174467],"study_design_scores_gemma":[0.001089109,0.0001790237,0.7168292,0.00006436506,0.0000598744,0.000005622484,0.2324512,0.001300377,0.0003860938,0.02673691,0.02038552,0.0005127034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929017,0.0002203795,0.0005634837,0.002104841,0.0002024487,0.0003120355,0.000003751161,0.00004256906,0.003648758],"genre_scores_gemma":[0.9979998,0.0002175325,0.0001606587,0.00006032944,0.00005728065,0.00001065726,0.00001555768,0.000008456195,0.001469721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09996867,"threshold_uncertainty_score":0.5876506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006525810043530231,"score_gpt":0.2749212893354581,"score_spread":0.2683954792919279,"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."}}