{"id":"W2176814832","doi":"10.1177/1049732315613042","title":"Addressing Underrepresentation in Sex Work Research","year":2015,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Psychology; Work (physics); Sex work; Sociology; Medicine; Human immunodeficiency virus (HIV); Engineering; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3351178,0.0005580718,0.001303829,0.009303573,0.01313823,0.01056084,0.00407247,0.003799255,0.003836919],"category_scores_gemma":[0.3667518,0.001082916,0.0006937073,0.007392366,0.01992051,0.01039812,0.02061228,0.004589622,0.0007707565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007602138,"about_ca_system_score_gemma":0.02192112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007416242,"about_ca_topic_score_gemma":0.008881784,"domain_scores_codex":[0.5188748,0.3956389,0.02243576,0.01062784,0.04539382,0.007028922],"domain_scores_gemma":[0.5286421,0.3413119,0.04175445,0.03890296,0.04036589,0.009022702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001227502,0.0001059547,0.04610179,0.002534997,0.00009019424,0.0009611304,0.7221323,0.0001781634,0.00203271,0.06593607,0.01165791,0.1481461],"study_design_scores_gemma":[0.00006127139,0.0003736441,0.0224175,0.01353708,0.0001315044,0.002885431,0.7029278,0.001476014,0.002843605,0.08095746,0.1722863,0.0001022662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5707268,0.02339057,0.1026183,0.2236924,0.005923701,0.00328332,0.0005629621,0.0002323136,0.06956964],"genre_scores_gemma":[0.9218493,0.007514831,0.0227196,0.0373483,0.001252312,0.003011529,0.0002535901,0.0001417935,0.005908689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3351178,"threshold_uncertainty_score":0.8199182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9361435014718178,"score_gpt":0.7612121069031638,"score_spread":0.174931394568654,"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."}}