{"id":"W4409914986","doi":"10.21983/p3.0110.1.04","title":"Who We Are","year":2015,"lang":"en","type":"book-chapter","venue":"Punctum Books","topic":"African Sexualities and LGBTQ+ Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005063091,0.000356134,0.0005619978,0.00009162215,0.0003763783,0.0001233078,0.0004708274,0.0004602259,0.00366079],"category_scores_gemma":[0.00008239476,0.0003095181,0.0001803685,0.00002062785,0.0005989669,0.00009269427,0.0001369117,0.0003775115,0.0009463955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570889,"about_ca_system_score_gemma":0.000439726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140098,"about_ca_topic_score_gemma":0.002446553,"domain_scores_codex":[0.9978936,0.00005465691,0.000289639,0.000404731,0.0008906106,0.0004668137],"domain_scores_gemma":[0.9986162,0.0001031887,0.0002972241,0.0004010229,0.0002401193,0.0003422703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006745607,0.000004652796,0.00001279093,0.00002292472,0.00003766287,0.00002825227,0.01312725,1.886926e-7,1.983875e-7,0.7046946,0.2753271,0.006737699],"study_design_scores_gemma":[0.00007437089,0.0000318134,0.000004139073,0.0001302422,0.00004216151,7.921526e-7,0.006108061,4.75602e-7,6.102139e-7,0.1272966,0.8659618,0.0003488754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001202505,0.006001272,0.00001196253,0.0023906,0.0007398365,0.0002668629,0.00007514919,0.0001901187,0.9903122],"genre_scores_gemma":[0.001462928,0.0005866634,0.00003403137,0.0003889443,0.002379658,0.00001120937,0.0000158369,0.00007011564,0.9950506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5906348,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166763254913282,"score_gpt":0.3218219573262073,"score_spread":0.2051456318348791,"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."}}