{"id":"W4392429464","doi":"10.18280/jesa.570125","title":"Blockchain-Enhanced Inventory Management in Decentralized Supply Chains for Finite Planning Horizons","year":2024,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blockchain; Supply chain; Inventory management; Business; Supply chain management; Computer science; Process management; Operations management; Engineering; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009147901,0.0002681999,0.0003373751,0.0007586895,0.0003750024,0.0004809988,0.001128948,0.0001424924,0.00001833422],"category_scores_gemma":[0.0000702999,0.0002495068,0.0001798549,0.00106153,0.0001067477,0.0002369592,0.0002554864,0.000484685,0.00003682622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002862299,"about_ca_system_score_gemma":0.0001049478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007048329,"about_ca_topic_score_gemma":0.00001750278,"domain_scores_codex":[0.9977006,0.0001430327,0.0006895124,0.0005052167,0.0003097673,0.000651859],"domain_scores_gemma":[0.9988484,0.0002279518,0.0001782482,0.0004974459,0.0000879359,0.0001600124],"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":[0.00002253703,0.0002136605,0.0006156011,0.0005426414,0.0003019591,0.0007125894,0.004041133,0.003227327,0.0006956505,0.4267566,0.006784244,0.5560861],"study_design_scores_gemma":[0.001140016,0.000205817,0.01671525,0.001046335,0.00004800511,0.0003924226,0.0002485654,0.8770527,0.0006132305,0.08346554,0.01859487,0.0004773062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09113303,0.005141026,0.8987324,0.001843808,0.0007228829,0.0007163583,0.00001158074,0.0009149027,0.0007840343],"genre_scores_gemma":[0.9187753,0.0004584756,0.0795617,0.000146826,0.0001024344,0.0002261744,0.000003744506,0.00003861597,0.0006866829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8738253,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986360989750509,"score_gpt":0.2768534477934636,"score_spread":0.2569898378959585,"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."}}