{"id":"W6989081497","doi":"","title":"Accounting change in the UK public sector: was it all worth it?","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Demotion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003714849,0.000222047,0.0003931155,0.002019508,0.001756676,0.008107745,0.0006309036,0.003885807,0.01410343],"category_scores_gemma":[0.03696261,0.0002657277,0.0003572619,0.003837198,0.002720868,0.005055641,0.001997371,0.002718176,0.001425028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02086459,"about_ca_system_score_gemma":0.01726509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3464033,"about_ca_topic_score_gemma":0.3870965,"domain_scores_codex":[0.9929031,0.001718074,0.0006506637,0.0004660529,0.002023638,0.002238544],"domain_scores_gemma":[0.9732448,0.00681121,0.006457839,0.001254107,0.007856822,0.004375186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001358891,0.0003213652,0.164277,0.001871763,0.0001509312,0.002310922,0.02774603,0.001752863,0.0008220028,0.07008336,0.4045828,0.3247221],"study_design_scores_gemma":[0.0001087733,0.0002096135,0.648827,0.001890282,0.00006972809,0.0005356111,0.03412865,0.001212427,0.0005316064,0.01095063,0.3013456,0.0001900228],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4714586,0.03359225,0.0001949259,0.4199808,0.002757497,0.00004509496,0.001802583,0.00007197609,0.07009638],"genre_scores_gemma":[0.9714999,0.007366106,0.0001026809,0.005693046,0.0005920487,0.00001258024,0.0003262741,0.00002006482,0.01438732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3464033,"threshold_uncertainty_score":0.688774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409396671251401,"score_gpt":0.4038232371528582,"score_spread":0.2628835700277181,"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."}}