{"id":"W4405791723","doi":"10.2139/ssrn.5071412","title":"Extending Robson's Inscriptions to Management Accounting","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Accounting; Business; Management accounting","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":[0.004053039,0.001254586,0.0009399389,0.005188815,0.00438566,0.007405793,0.002283257,0.003217062,0.02251349],"category_scores_gemma":[0.008996331,0.0009723142,0.001218806,0.005442942,0.005342447,0.009481337,0.003441147,0.005662759,0.01120417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002529917,"about_ca_system_score_gemma":0.002103842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031448,"about_ca_topic_score_gemma":0.01227318,"domain_scores_codex":[0.996347,0.001447958,0.0004497487,0.0004474467,0.0009347177,0.0003730339],"domain_scores_gemma":[0.9955968,0.001921115,0.0002997206,0.0008923479,0.00116015,0.0001299032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001100844,0.000008897578,0.00006316639,0.00004902473,0.000005760232,0.00004536979,0.0007199018,0.00008207944,0.00008359811,0.9658456,0.02374507,0.009340473],"study_design_scores_gemma":[0.00001196239,0.00001120015,0.0003157584,0.0001292208,0.00002509502,0.0001279191,0.0003192811,0.0008524306,0.0006458707,0.3227813,0.6747451,0.00003498228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008509585,0.00492878,0.2551925,0.01584148,0.006759214,0.0002350839,0.002231632,0.001117095,0.7051846],"genre_scores_gemma":[0.3287325,0.009179585,0.1940608,0.009244413,0.006770774,0.001095736,0.00256336,0.003061496,0.4452914],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02251349,"threshold_uncertainty_score":0.07531512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008761412470309317,"score_gpt":0.2264731817666892,"score_spread":0.2177117692963798,"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."}}