{"id":"W4402434380","doi":"10.3998/mij.6802","title":"Book Review: Ng, Eve. <em>Mainstreaming Gays: Critical Convergences of Queer Media, Fan Cultures, and Commercial Television</em> (Rutgers University Press: New Brunswick, New Jersey, 2023)","year":2024,"lang":"en","type":"article","venue":"Media Industries","topic":"Digital Rights Management and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"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"],"consensus_categories":[],"category_scores_codex":[0.0005438941,0.0003723749,0.000560135,0.000205517,0.0001847262,0.0004823062,0.00109605,0.0002493832,0.0003764237],"category_scores_gemma":[0.0008742164,0.0003059595,0.0001384966,0.0007836159,0.0005092164,0.002222907,0.0006463002,0.0004582625,0.0000419423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006588623,"about_ca_system_score_gemma":0.0008397042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000494607,"about_ca_topic_score_gemma":0.0003878642,"domain_scores_codex":[0.997192,0.0001951422,0.0004861855,0.0006957919,0.0009178426,0.0005130973],"domain_scores_gemma":[0.997979,0.0007476325,0.0001209946,0.0004804849,0.0001507501,0.0005211079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008755899,0.0000385214,0.000100825,0.0003016287,0.00006444034,0.0001285875,0.00287457,7.03881e-7,0.00001604269,0.02852339,0.9011665,0.06677604],"study_design_scores_gemma":[0.0002995727,0.0000771182,0.0004360936,0.001489025,0.0001252058,0.000007061801,0.0002636833,0.0002684663,0.0008123567,0.0009397413,0.9948769,0.0004048359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008039166,0.8309196,0.02271569,0.06073515,0.01080669,0.0025219,0.0002161731,0.001381832,0.06266376],"genre_scores_gemma":[0.3087699,0.4264729,0.009012938,0.02147656,0.008134706,0.00003463018,0.0007040261,0.000294846,0.2250995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4044468,"threshold_uncertainty_score":0.9999393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02219698993900221,"score_gpt":0.2482234544466648,"score_spread":0.2260264645076626,"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."}}