{"id":"W4404634116","doi":"10.1017/9781009279277","title":"Public Sector Innovation","year":2024,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Public sector; Business; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003045158,0.0003472553,0.0003193974,0.001160627,0.000310228,0.000228504,0.0006099862,0.0006731818,0.00001267186],"category_scores_gemma":[0.00004944369,0.0004043494,0.0001022048,0.0002711421,0.0003087628,0.0003667464,0.001011613,0.0008531073,0.0002291662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004712376,"about_ca_system_score_gemma":0.0002890177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003349435,"about_ca_topic_score_gemma":0.000001920009,"domain_scores_codex":[0.9986333,0.00001052031,0.0002563391,0.0005085874,0.0002642648,0.0003270278],"domain_scores_gemma":[0.9987699,0.0000197158,0.0003013408,0.0003232387,0.0005774754,0.000008288753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008125285,0.000007177229,0.000005783745,0.000264752,0.0001083675,0.00006653224,0.000009676225,3.890332e-8,0.000006199009,0.6113169,0.3868682,0.001338243],"study_design_scores_gemma":[0.000202668,0.000004035651,0.00003172374,0.0001218087,0.0001021644,0.000001665734,0.00005060563,0.00003750718,0.00003325724,0.001550626,0.9974304,0.0004335403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003085972,0.00005606925,0.0004010055,0.0002110455,0.001066018,0.0003990531,0.00003269186,0.0007357268,0.9967898],"genre_scores_gemma":[0.002910522,0.000006605927,0.00008135861,0.0007264306,0.001081061,0.000004263233,0.0004300681,0.00006123407,0.9946985],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6105621,"threshold_uncertainty_score":0.9998409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05951506660335377,"score_gpt":0.2019630796211951,"score_spread":0.1424480130178414,"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."}}