{"id":"W3113012589","doi":"10.21307/stattrans-2020-062","title":"Flow management system for maximising business revenue and profitability","year":2020,"lang":"en","type":"article","venue":"Statistics in Transition New Series","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mathematical Society","funders":"","keywords":"Profitability index; Six Sigma; Profit (economics); Revenue; Business; Competitive advantage; Industrial organization; Productivity; Order (exchange); Market share; Operations management; Lean manufacturing; Marketing; Economics; Finance; Microeconomics","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":[0.001846657,0.000844568,0.0005741694,0.004329166,0.0009137684,0.002816268,0.0007560523,0.0007890866,0.009475481],"category_scores_gemma":[0.003287699,0.0002473892,0.0004384801,0.001395326,0.0004159739,0.001879602,0.0008446484,0.000509406,0.001611337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346563,"about_ca_system_score_gemma":0.001486394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003523363,"about_ca_topic_score_gemma":0.001556958,"domain_scores_codex":[0.9991978,0.000179742,0.00008379805,0.0001732315,0.000274654,0.00009070837],"domain_scores_gemma":[0.998848,0.0004402477,0.000178364,0.00005757449,0.0004251,0.00005077105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008591054,0.0005199862,0.006865883,0.0003353987,0.00005873849,0.0001619193,0.0003024494,0.1984707,0.01982212,0.02400997,0.01116666,0.7374271],"study_design_scores_gemma":[0.00008792271,0.0003349696,0.002374278,0.0000842122,0.00005434841,0.0001076736,0.0001034684,0.9652317,0.01142079,0.01095087,0.009185349,0.00006452691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05869148,0.00050849,0.9153262,0.0005109463,0.0001981482,0.0007009136,0.0006899841,0.007369913,0.0160039],"genre_scores_gemma":[0.7890875,0.000342462,0.2018779,0.0001358385,0.0001518511,0.0005270246,0.0007187947,0.0001435696,0.007015107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009475481,"threshold_uncertainty_score":0.03169858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07481805476253625,"score_gpt":0.3412117910832246,"score_spread":0.2663937363206884,"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."}}