{"id":"W4413827566","doi":"10.5040/9781978747463","title":"Workable Accents","year":2025,"lang":"en","type":"book","venue":"Bloomsbury Academic eBooks","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006874641,0.000321639,0.0003994541,0.0001855236,0.0005756345,0.00007513448,0.0009820714,0.001343714,0.001044538],"category_scores_gemma":[0.000132781,0.0003549656,0.0001458935,0.0001016643,0.00027033,0.0001038272,0.0001663488,0.001401819,0.0007185136],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009060399,"about_ca_system_score_gemma":0.008457161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001519281,"about_ca_topic_score_gemma":0.0000672315,"domain_scores_codex":[0.9973229,0.0001104211,0.0005248988,0.0005351736,0.0008856871,0.0006209773],"domain_scores_gemma":[0.9987475,0.0001882536,0.0003407802,0.0003497461,0.0001356022,0.000238104],"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":[0.000006204172,0.00001014857,0.0002808281,0.00003963009,0.00005485156,0.000005122246,0.002902492,2.362278e-7,0.000002229832,0.09419727,0.8731756,0.02932537],"study_design_scores_gemma":[0.0001673803,0.000004306869,0.0001089252,0.0005458756,0.00005947604,4.769407e-7,0.00009955608,8.984017e-8,0.00002839814,0.03251905,0.966113,0.0003534979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008508739,0.003512927,0.00001958357,0.0009373361,0.002441786,0.0005533005,0.00002068395,0.000201388,0.9922279],"genre_scores_gemma":[0.000102088,0.002916111,0.0002262921,0.003349455,0.001829159,0.0001026031,0.00003584044,0.00003327573,0.9914052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09293734,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245738385944205,"score_gpt":0.3324518871803039,"score_spread":0.3078780485858834,"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."}}