{"id":"W4248593853","doi":"10.1386/jdtv.5.1.107_5","title":"Book Reviews","year":2014,"lang":"en","type":"article","venue":"International Journal of Digital Television","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queen (butterfly); Media studies; Intellect; Art; Political science; Art history; Sociology; Theology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0005343935,0.00005626799,0.0001202264,0.00006048099,0.0001111263,0.0002514201,0.0004000799,0.00003874869,0.0006960912],"category_scores_gemma":[0.000899995,0.0000395954,0.0001085261,0.00006476855,0.00005392977,0.000808543,0.00009623003,0.0001005261,0.00007217029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065233,"about_ca_system_score_gemma":0.00005007205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001530229,"about_ca_topic_score_gemma":0.000005468534,"domain_scores_codex":[0.9988373,0.00003961034,0.0003582617,0.00005855904,0.0006106953,0.00009559502],"domain_scores_gemma":[0.999138,0.00007196193,0.0002776299,0.000040664,0.0003789416,0.00009280803],"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":[0.00001239222,0.00002446351,0.001272908,8.477229e-7,0.00001440695,0.000005186543,0.0004857559,0.000001873468,0.0000138196,0.001237486,0.5405864,0.4563444],"study_design_scores_gemma":[0.0001401231,0.00004081037,0.0004856468,0.0000918256,0.000002724524,0.00001301747,0.0001491043,0.000003437584,0.00004031959,0.001057373,0.9979225,0.00005313486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08675594,0.0278153,0.008360335,0.1554449,0.01367296,0.0006618654,0.00001656748,0.0001053272,0.7071669],"genre_scores_gemma":[0.9232242,0.004876688,0.0003280988,0.002567699,0.002751542,0.000001028185,0.000004815539,0.00000861281,0.06623739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8364682,"threshold_uncertainty_score":0.7621711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03854206433310587,"score_gpt":0.329490730487027,"score_spread":0.2909486661539211,"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."}}