{"id":"W1926339731","doi":"10.1506/8172-1165-6601-3l37","title":"A Case Study of a Variance Analysis Framework for Managing Distribution Costs*","year":2007,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Catalyst Paper (Canada)","funders":"","keywords":"Context (archaeology); Variance (accounting); Welfare economics; Distribution (mathematics); Operations management; Operations research; Engineering; Economics; Mathematics; Geography; Accounting","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":[0.004776426,0.0006373868,0.0004497731,0.001628346,0.002453404,0.003447766,0.001759696,0.001814204,0.004428347],"category_scores_gemma":[0.007067616,0.0004308644,0.00105874,0.001574992,0.001424321,0.001870653,0.002193955,0.00195621,0.0003547896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005381356,"about_ca_system_score_gemma":0.004989092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03379935,"about_ca_topic_score_gemma":0.02275362,"domain_scores_codex":[0.9961743,0.002059572,0.00009194916,0.0002694795,0.000954569,0.0004501992],"domain_scores_gemma":[0.9940457,0.003892378,0.0003005822,0.0004412649,0.001041981,0.0002780236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"case_report","study_design_scores_codex":[0.0003724164,0.0007254001,0.01194889,0.0002090392,0.0001019051,0.004499323,0.003141081,0.4605964,0.005712794,0.3761842,0.006751359,0.1297572],"study_design_scores_gemma":[0.00009206682,0.0003041233,0.00279717,0.00009555257,0.00006582349,0.0006777588,0.001936126,0.9243671,0.003891663,0.03760091,0.02807475,0.0000969192],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3823264,0.0006375533,0.5530908,0.002515253,0.0001002118,0.0005788261,0.0002734927,0.0009032234,0.05957427],"genre_scores_gemma":[0.8611635,0.0001950088,0.1278516,0.00008925217,0.00002767763,0.0002146011,0.0001178082,0.0001574037,0.01018308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03379935,"threshold_uncertainty_score":0.06720525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453163695359025,"score_gpt":0.3044278469413756,"score_spread":0.2798962099877854,"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."}}