{"id":"W4412052645","doi":"10.70064/mt.v9i1.1165","title":"Violent Labour and the Labour of a Violent Genre","year":2025,"lang":"en","type":"article","venue":"Media theory.","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Violent crime; Labour economics; Psychology; Criminology; Economics","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":[0.00161684,0.00006824364,0.0001815658,0.00003573685,0.000324594,0.00002792362,0.000192289,0.00004751969,0.0001203664],"category_scores_gemma":[0.0009990218,0.00004507165,0.00005040327,0.0002036508,0.0009551303,0.00003408561,0.00009742619,0.00008424099,0.00000812466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001857901,"about_ca_system_score_gemma":0.00007398016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337481,"about_ca_topic_score_gemma":0.000541324,"domain_scores_codex":[0.998963,0.0003778225,0.0001426262,0.0001195451,0.0001967952,0.000200195],"domain_scores_gemma":[0.9990171,0.0006901739,0.00005039697,0.0001109193,0.0000930056,0.00003837188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008451202,0.00003004882,0.002893795,0.0000292073,0.00004918223,0.000003005981,0.0178947,2.282139e-7,0.00002271109,0.9327435,0.005973922,0.04027519],"study_design_scores_gemma":[0.003463215,0.00004245881,0.1628879,0.0004063531,0.0001313092,0.000001515979,0.1289201,0.000005080512,0.0008853512,0.4898332,0.2131428,0.0002807898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911545,0.01183162,0.0000753003,0.00624863,0.0007057854,0.0002908246,0.00002703595,0.00003593947,0.0692399],"genre_scores_gemma":[0.9906113,0.004296481,0.00003151565,0.0008158705,0.0001650057,0.00002554875,6.978744e-7,0.000003295302,0.004050277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4429103,"threshold_uncertainty_score":0.3519217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005669546510472276,"score_gpt":0.2656926035636283,"score_spread":0.260023057053156,"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."}}