{"id":"W2155532749","doi":"10.1002/asmb.879","title":"On the use of phase‐type distributions for inventory management with supply disruptions","year":2011,"lang":"en","type":"article","venue":"Applied Stochastic Models in Business and Industry","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"ExxonMobil Research and Engineering Company","keywords":"Computer science; Type (biology); Duration (music); State (computer science); Differential (mechanical device); Phase (matter); Mathematical optimization; Operations research; Mathematics; Algorithm; Engineering","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":[0.0001765574,0.0001824325,0.0002112236,0.0001977104,0.0001942734,0.00004996956,0.0001652484,0.0001057763,0.00006162651],"category_scores_gemma":[0.00005059002,0.0001289635,0.00002841954,0.0007611222,0.0002016708,0.0004239111,0.0000989844,0.0002024083,0.000002698282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002279212,"about_ca_system_score_gemma":0.00001308067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008698538,"about_ca_topic_score_gemma":0.00002483634,"domain_scores_codex":[0.9991046,0.000005858947,0.0002521454,0.0002715669,0.0001404063,0.0002254598],"domain_scores_gemma":[0.9992446,0.0001090912,0.0001781496,0.0003099327,0.0001442639,0.0000139589],"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":[0.0003982121,0.0002709266,0.00006064303,0.00006588893,0.00005258972,0.000001560127,0.00004822722,0.07346252,0.00001893051,0.9243251,0.0001838535,0.001111556],"study_design_scores_gemma":[0.00440742,0.00007345337,0.001940992,0.0005570125,0.0007222645,0.000002499087,0.001167394,0.3079127,0.00003310571,0.6813317,0.001117621,0.00073378],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4231876,0.00001063916,0.5740751,0.0002093583,0.00005495952,0.0007027112,0.00003005541,0.00003512424,0.001694434],"genre_scores_gemma":[0.9983263,0.000003507143,0.0009320402,0.0002525471,0.00006190274,0.000270525,0.0000652565,0.00002317298,0.00006476567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5751387,"threshold_uncertainty_score":0.5258977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08660784554436114,"score_gpt":0.2576181813458958,"score_spread":0.1710103358015346,"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."}}