{"id":"W7155551656","doi":"10.59236/emro.v27i8a257","title":"Shaking it Up","year":2025,"lang":"","type":"article","venue":"Educational Media Reviews Online","topic":"Literature, Film, and Journalism Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"White (mutation); Politics; Oath; Performance art; Key (lock)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001034172,0.000520132,0.001096703,0.0005909109,0.0008362293,0.000757087,0.0006538547,0.0001597652,0.03953245],"category_scores_gemma":[0.001579097,0.0004203439,0.0007483221,0.0005522256,0.0002803257,0.0005032243,0.0001078564,0.0007723344,0.0007686559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001684115,"about_ca_system_score_gemma":0.001089641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008547559,"about_ca_topic_score_gemma":0.001214058,"domain_scores_codex":[0.9961231,0.0003862429,0.001883774,0.0006091184,0.0005006539,0.0004970965],"domain_scores_gemma":[0.9968923,0.0008113109,0.0006906196,0.0006582696,0.0006855714,0.0002619642],"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":[0.00001816968,0.0007429601,0.0003700523,0.000785565,0.0003172795,0.000002325734,0.02137068,0.000001165981,0.000005740214,0.3169735,0.6220608,0.03735172],"study_design_scores_gemma":[0.0003608754,0.00001789351,0.0009151468,0.003541102,0.0008494186,0.00000599876,0.00262858,0.0000788579,0.00000277392,0.01065197,0.980563,0.0003843966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002594776,0.7366135,0.0000457247,0.1867171,0.0336252,0.000798229,0.001160881,0.00002963181,0.038415],"genre_scores_gemma":[0.05476038,0.3273603,0.002382905,0.05094317,0.05471485,0.0002229169,0.006792563,0.00008816413,0.5027347],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4643197,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0622640916558985,"score_gpt":0.35381099336224,"score_spread":0.2915469017063416,"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."}}