{"id":"W4406951608","doi":"10.1177/17416590241312151","title":"“An epidemic of violence”: Examining U.S. news media depictions of anti-trans fatal violence in 2022","year":2025,"lang":"en","type":"article","venue":"Crime Media Culture An International Journal","topic":"Crime, Deviance, and Social Control","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Criminology; Psychology; Medical emergency; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001210655,0.0001544107,0.000385276,0.0003436161,0.000264447,0.0000796235,0.001035757,0.0001967388,0.0002406296],"category_scores_gemma":[0.001306191,0.0001447801,0.0001513562,0.0004133679,0.0004339051,0.0007997844,0.00003074631,0.0005802452,0.000002968752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745367,"about_ca_system_score_gemma":0.0006234728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002756571,"about_ca_topic_score_gemma":0.009044702,"domain_scores_codex":[0.9973942,0.0004745183,0.0007485931,0.0002540484,0.0008258359,0.0003028215],"domain_scores_gemma":[0.9982568,0.000328394,0.000346384,0.0001554115,0.0007179406,0.0001950437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000240988,0.0008698976,0.400991,0.00003566801,0.0003077852,0.00008735564,0.2454052,0.0002064899,0.05366898,0.0858174,0.0006948992,0.2116743],"study_design_scores_gemma":[0.004350727,0.0003149376,0.6480743,0.003943551,0.0002938868,0.00004235049,0.2601954,0.0004805233,0.005973346,0.06152492,0.0139318,0.0008742441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843441,0.001467949,0.002873575,0.0004449109,0.004012212,0.0001771965,0.00007666896,0.00002991796,0.006573451],"genre_scores_gemma":[0.9910245,0.006773867,0.0006024212,0.000233924,0.001280417,0.000008628019,0.00003117561,0.000008607795,0.00003644111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2470833,"threshold_uncertainty_score":0.5903963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03129777904082576,"score_gpt":0.3628086869279207,"score_spread":0.3315109078870949,"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."}}