{"id":"W2903648176","doi":"10.1111/1911-3838.12184","title":"Sweet Celebrations: A Managerial Accounting Case Study","year":2018,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Delegate; Margin (machine learning); Unit (ring theory); Business; Resource (disambiguation); Accounting; Cost–volume–profit analysis; Marketing; Accounting information system; Computer science; Throughput accounting; Financial accounting; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002470738,0.0005033109,0.0003742178,0.001788306,0.01310911,0.003629275,0.001981113,0.004021057,0.01250978],"category_scores_gemma":[0.0050399,0.0003905329,0.0004116801,0.00162895,0.00303321,0.002539057,0.002710285,0.002469936,0.001130091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003535827,"about_ca_system_score_gemma":0.001504964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007948154,"about_ca_topic_score_gemma":0.02771304,"domain_scores_codex":[0.9979912,0.000981197,0.00007260622,0.000144312,0.0003893255,0.0004215012],"domain_scores_gemma":[0.9964921,0.001614868,0.0004444112,0.0002761692,0.0002778557,0.0008945752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001180715,0.006636839,0.05534792,0.0007456212,0.0001017648,0.2168557,0.3430957,0.01077157,0.004366567,0.1343156,0.07301295,0.1535691],"study_design_scores_gemma":[0.0001172655,0.001058733,0.02734298,0.0006038079,0.00006006314,0.04652869,0.5367958,0.0145869,0.005506045,0.01204507,0.3551617,0.0001930164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341472,0.0003878092,0.002202267,0.00507769,0.00009983339,0.0001877386,0.0001309305,0.00007159662,0.05769483],"genre_scores_gemma":[0.963802,0.0004158453,0.004850642,0.0005509077,0.00007427015,0.00006103862,0.00007962304,0.00004082391,0.03012495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01310911,"threshold_uncertainty_score":0.04184932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813192279211935,"score_gpt":0.2769088974547291,"score_spread":0.2587769746626098,"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."}}