{"id":"W4403317749","doi":"10.1080/01419870.2024.2405058","title":"Seven million tweets of violence: gendered analysis of Black women representation on social media platforms","year":2024,"lang":"en","type":"article","venue":"Ethnic and Racial Studies","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Simon Fraser University","funders":"","keywords":"Social media; Representation (politics); Sociology; Gender studies; Criminology; Political science; Politics; Law","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":[0.0008801591,0.0002343417,0.0001996128,0.003248802,0.001804678,0.00169363,0.0002651031,0.000527794,0.0019997],"category_scores_gemma":[0.004714555,0.0001541525,0.0002080687,0.003070519,0.0007328937,0.001674459,0.001942026,0.0005586575,0.0005848642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007807695,"about_ca_system_score_gemma":0.0005132938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007307173,"about_ca_topic_score_gemma":0.01306497,"domain_scores_codex":[0.9991786,0.0003025536,0.00005511403,0.0001000338,0.0002151727,0.0001485155],"domain_scores_gemma":[0.9967242,0.001700351,0.000765385,0.0001089879,0.0005215517,0.0001796188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000478204,0.0001764063,0.4165204,0.0006201387,0.00009350773,0.001023261,0.4646502,0.0002185232,0.01128694,0.004050509,0.00857996,0.09230199],"study_design_scores_gemma":[0.000005303971,0.0001109608,0.5535617,0.0002473494,0.00006171564,0.0004307914,0.4075164,0.0008530443,0.003400849,0.001215651,0.03254408,0.00005206224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920081,0.0002086643,0.0003979568,0.0005664945,0.00003959581,0.00003693365,0.001839284,0.00001399207,0.004888842],"genre_scores_gemma":[0.99257,0.0004532169,0.001261427,0.0002545109,0.00008167491,0.0002049275,0.001683452,0.00003029766,0.003460604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007307173,"threshold_uncertainty_score":0.01452929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1466801816132305,"score_gpt":0.4239947184499944,"score_spread":0.2773145368367639,"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."}}