{"id":"W4408914520","doi":"10.1111/1911-3838.12394","title":"Embracing the Perks of Faulty Roadmaps: A Literature Review of Sociological Perspectives on Budgeting<sup>*</sup>","year":2025,"lang":"en","type":"review","venue":"Accounting Perspectives","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sociology; Sociological research; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002235143,0.001019496,0.002663808,0.0009205916,0.0005849169,0.0004282427,0.001622388,0.0004875355,0.0002667518],"category_scores_gemma":[0.006940248,0.0006646989,0.001301669,0.003217677,0.0004687201,0.0007379223,0.0009697522,0.001294525,0.00008635529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352842,"about_ca_system_score_gemma":0.0002349197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007503743,"about_ca_topic_score_gemma":0.000001816415,"domain_scores_codex":[0.9953634,0.0002109468,0.001553643,0.001297794,0.0009757254,0.0005985637],"domain_scores_gemma":[0.9932118,0.001201432,0.002593311,0.001048634,0.001926816,0.0000180011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000726739,0.001001208,0.0002640751,0.6298364,0.001840052,0.000027453,0.00789049,0.000170922,0.000001476357,0.22179,0.02874651,0.1083587],"study_design_scores_gemma":[0.0003332315,0.00004241324,0.0001965722,0.3794221,0.002553554,0.0000111681,0.02590612,0.000106348,6.262233e-7,0.001287776,0.5890849,0.001055209],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007624219,0.9593841,0.0000410645,0.001001625,0.0002557438,0.00150846,0.00004738888,0.0001869671,0.03749839],"genre_scores_gemma":[0.002642643,0.9920863,0.0001650609,0.001216562,0.002828875,0.0001201922,0.00018787,0.0001097216,0.0006428062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5603384,"threshold_uncertainty_score":0.9995804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570606810386917,"score_gpt":0.2880544024085576,"score_spread":0.2723483343046884,"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."}}