{"id":"W2027903764","doi":"10.1057/jors.2014.69","title":"Allocating operating funding in the public sector and the newsvendor problem","year":2014,"lang":"en","type":"article","venue":"Journal of the Operational Research Society","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Newsvendor model; Public sector; Business; Economics; Audit; Government (linguistics); Value (mathematics); Finance; Public economics; Accounting; Marketing; Computer science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01941805,0.00009744467,0.0001398489,0.00008294937,0.001277228,0.001793216,0.0008249041,0.00003369735,0.00008963251],"category_scores_gemma":[0.001804834,0.00004202243,0.0001523843,0.0005907223,0.0002652081,0.00103818,0.0004177334,0.0006886416,0.000008492406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009128168,"about_ca_system_score_gemma":0.00009147655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001379742,"about_ca_topic_score_gemma":0.00008809048,"domain_scores_codex":[0.9976127,0.00040046,0.0003915975,0.0001271784,0.001151985,0.0003161415],"domain_scores_gemma":[0.9984004,0.0007473269,0.0001931257,0.0001899257,0.0004534212,0.00001579056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005464374,0.0001586867,0.02044018,0.0002021717,0.0001482765,0.000002995693,0.004411473,0.002580232,0.001143271,0.8253957,0.1408774,0.004584903],"study_design_scores_gemma":[0.005709116,0.00007070821,0.01812636,0.0003889296,0.0000518207,0.00004536202,0.02788953,0.3572196,0.00004859424,0.02720962,0.5629234,0.0003169587],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5415605,0.0005280293,0.0009256756,0.4256507,0.0006576826,0.001531425,9.586857e-7,0.00001483472,0.02913016],"genre_scores_gemma":[0.9896247,0.00003733478,0.0004673181,0.007402452,0.001960332,0.00003207794,0.000001376989,0.00001107651,0.0004633499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7981861,"threshold_uncertainty_score":0.999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08991959424061807,"score_gpt":0.3152545526958053,"score_spread":0.2253349584551872,"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."}}