{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007223132,0.0001120588,0.0002039001,0.000118648,0.0001300355,0.0002764368,0.0001661397,0.00003479109,0.00002684433],"category_scores_gemma":[0.0003647414,0.000106371,0.00001890942,0.0005385875,0.00007434605,0.0004123902,0.00003809773,0.00005371677,0.000007931596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229478,"about_ca_system_score_gemma":0.00002981178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002166008,"about_ca_topic_score_gemma":0.0002163739,"domain_scores_codex":[0.9985482,0.00009204462,0.0004714416,0.0003842379,0.0003663358,0.0001377598],"domain_scores_gemma":[0.9992699,0.0001721501,0.0000735853,0.0002105998,0.0002088908,0.00006488816],"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":[0.000903462,0.0001274043,0.0009441777,0.003968837,0.00007033232,0.0001223073,0.01419934,0.006625094,0.001372176,0.5697061,0.07460827,0.3273526],"study_design_scores_gemma":[0.004411887,0.0007823514,0.03670453,0.0007536772,0.000243231,0.00003060492,0.02497537,0.1351157,0.005071525,0.7253113,0.06511519,0.00148457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002481841,0.00002616832,0.9884947,0.006606618,0.0001185478,0.0009299581,0.0008755669,0.00007983088,0.0003867767],"genre_scores_gemma":[0.4351344,0.00002453961,0.5641199,0.0002267064,0.00005295319,0.00007543519,0.0000550822,0.0000124738,0.0002986013],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4326525,"threshold_uncertainty_score":0.4337683,"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."}}