{"id":"W4399716296","doi":"10.1080/29933021.2024.2360261","title":"Introduction to <i>Sexual and Gender Diversity in Social Services</i>","year":2024,"lang":"en","type":"article","venue":"Sexual and Gender Diversity in Social Services","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Diversity (politics); Gender diversity; Sociology; Gender studies; Psychology; Business; Anthropology","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":[],"consensus_categories":[],"category_scores_codex":[0.01083974,0.002034378,0.001688636,0.005878117,0.004026553,0.01269139,0.003565344,0.008357407,0.02747617],"category_scores_gemma":[0.01986719,0.0009957815,0.001486151,0.004263114,0.008126438,0.007652537,0.005454301,0.02129681,0.01052108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004852729,"about_ca_system_score_gemma":0.008582506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007796363,"about_ca_topic_score_gemma":0.01661634,"domain_scores_codex":[0.9930722,0.002538366,0.0008647697,0.0006231224,0.002445099,0.0004564112],"domain_scores_gemma":[0.9588309,0.02305477,0.001612211,0.001146525,0.009533982,0.005821562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006447253,0.00001141794,0.0001164219,0.0002532056,0.000003876622,0.00003306664,0.0002251875,0.0000211376,0.00006521351,0.003018592,0.983217,0.01302851],"study_design_scores_gemma":[0.000004029409,0.00002686445,0.0007190384,0.0009056638,0.000004857804,0.0001667311,0.0004089776,0.00004573276,0.00002798591,0.002543502,0.9951284,0.00001819146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.000204315,0.05758934,0.001428737,0.4455546,0.4726932,0.0001035475,0.0003636264,0.0001746802,0.02188791],"genre_scores_gemma":[0.00353489,0.07664364,0.002292715,0.3019633,0.5782863,0.0002131081,0.0004508702,0.0003228074,0.03629234],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02747617,"threshold_uncertainty_score":0.09191692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0473389872166329,"score_gpt":0.3053639372439012,"score_spread":0.2580249500272683,"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."}}