{"id":"W6923481276","doi":"10.14749/29370230","title":"Sexual orientation and gender identity (SOGI): tabulation report based on the 2015 round of the South African Social Attitudes Survey (SASAS)","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"African Sexualities and LGBTQ+ Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sexual orientation; Construct (python library); Quarter (Canadian coin); Identity (music); Corporate governance; Sexual identity; Survey data collection; Sample (material)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007991052,0.00008295932,0.0001126849,0.0000335719,0.0007594335,0.0001328483,0.0002170834,0.000071405,0.005912467],"category_scores_gemma":[0.00182247,0.00005580406,0.00003660448,0.0004152418,0.00009010857,0.0001604869,0.00007594305,0.00009184034,0.00001111899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007607466,"about_ca_system_score_gemma":0.0002700571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002569128,"about_ca_topic_score_gemma":0.00621206,"domain_scores_codex":[0.9984953,0.0004864611,0.0001919351,0.0001976334,0.0004778192,0.0001508441],"domain_scores_gemma":[0.9989097,0.0004442082,0.0002168432,0.000189794,0.0002130176,0.00002647604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001028035,0.0001976494,0.3771599,0.0002967716,0.0001324149,0.000007064204,0.168822,0.0001886961,0.00002589268,0.01947592,0.432183,0.001407928],"study_design_scores_gemma":[0.000112243,0.0000164052,0.9566454,0.00004896214,0.00001543553,1.242643e-7,0.02720473,0.00008221355,0.00000990814,0.0005377479,0.01523315,0.00009364569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8719348,0.0002521135,0.0001129492,0.004160926,0.00069638,0.001722085,0.06429601,0.0001452547,0.05667943],"genre_scores_gemma":[0.9950052,3.820924e-7,0.00000653246,0.0001639342,0.0001232723,0.00002995437,0.002316925,0.000005489128,0.00234828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5794856,"threshold_uncertainty_score":0.9949962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1470261098035398,"score_gpt":0.3958051512390621,"score_spread":0.2487790414355223,"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."}}