{"id":"W2154408487","doi":"10.1071/sh09068","title":"Misclassification bias: diversity in conceptualisations about having ‘had sex’","year":2010,"lang":"en","type":"article","venue":"Sexual Health","topic":"Sexual function and dysfunction studies","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Diversity (politics); Medicine; Gonorrhea; Genital warts; Thrush; Sex workers; Human papilloma virus; Demography; Gynecology; Cervical cancer; Environmental health; Internal medicine; Cancer; Family medicine; Sociology; Human immunodeficiency virus (HIV); Anthropology; Research methodology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1594899,0.0007185477,0.001602702,0.005245752,0.001656625,0.003821725,0.002458933,0.001865698,0.002091046],"category_scores_gemma":[0.3562512,0.0004939723,0.001311561,0.004136676,0.007097587,0.005175572,0.005743261,0.002263659,0.0003192425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002552862,"about_ca_system_score_gemma":0.002048359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007999989,"about_ca_topic_score_gemma":0.005642821,"domain_scores_codex":[0.7803498,0.1709578,0.01276338,0.01002154,0.02340759,0.002499828],"domain_scores_gemma":[0.634102,0.2928626,0.03775147,0.02205379,0.01149344,0.001736734],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000741263,0.0001076562,0.6233109,0.003543044,0.00185268,0.0009379218,0.1474482,0.001055865,0.0005359608,0.02820145,0.01037678,0.1818882],"study_design_scores_gemma":[0.0001477374,0.0003852113,0.6289375,0.01503759,0.001123164,0.005901597,0.1100286,0.00764256,0.001876492,0.1862631,0.04219555,0.000460848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8548796,0.02767519,0.07505159,0.02489163,0.001556265,0.000664373,0.001002767,0.000201678,0.01407703],"genre_scores_gemma":[0.9850182,0.002703531,0.006511441,0.004101722,0.0004694398,0.0002352305,0.0004441029,0.00004666703,0.000469537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8405101,"threshold_uncertainty_score":0.8434734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2195337051112306,"score_gpt":0.3807991004616731,"score_spread":0.1612653953504425,"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."}}