{"id":"W4408400185","doi":"10.3138/topia-2023-0001","title":"Switch-Role Vulnerabilities in Book Review Culture","year":2023,"lang":"en","type":"article","venue":"TOPIA Canadian Journal of Cultural Studies","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Political science; Computer security; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01437715,0.0001739127,0.0003500698,0.003922114,0.004712307,0.01506679,0.001304004,0.001518157,0.02052801],"category_scores_gemma":[0.1534007,0.0003541992,0.0002592354,0.004723435,0.006271043,0.01101269,0.00514842,0.002284072,0.001707387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008605038,"about_ca_system_score_gemma":0.01256082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261808,"about_ca_topic_score_gemma":0.01250751,"domain_scores_codex":[0.9790669,0.01017242,0.0009449064,0.001745057,0.005900512,0.002170211],"domain_scores_gemma":[0.8465931,0.09531837,0.01479062,0.009742135,0.0216947,0.01186104],"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":[0.0002092892,0.0001334398,0.03976652,0.0002377694,0.00007090044,0.0007479165,0.1084757,0.0003240785,0.0009833395,0.7033341,0.06383031,0.08188669],"study_design_scores_gemma":[0.00009041791,0.0001084049,0.0725944,0.0008677074,0.000122384,0.001121003,0.1607673,0.001266151,0.00237958,0.2428576,0.5176454,0.0001797974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3440404,0.003077322,0.003305769,0.04477711,0.0006687235,0.0001235266,0.000362608,0.0002388085,0.6034058],"genre_scores_gemma":[0.9699731,0.0007097831,0.0004492023,0.002264705,0.0001330064,0.000072603,0.00008684472,0.0001437148,0.02616708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9952877,"threshold_uncertainty_score":0.07603455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04935576278064949,"score_gpt":0.3533074371752823,"score_spread":0.3039516743946328,"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."}}