{"id":"W4407755838","doi":"10.1016/j.jmsy.2025.02.006","title":"Resilient manufacturing: A review of disruptions, assessment, and pathways","year":2025,"lang":"en","type":"review","venue":"Journal of Manufacturing Systems","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Science and Technology Planning Project of Guangdong Province; National Natural Science Foundation of China","keywords":"Engineering; Computer science; Reliability engineering; Forensic engineering; Risk analysis (engineering); Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00220108,0.0006245207,0.003020005,0.001385251,0.0001659366,0.0003191618,0.0008584955,0.0002153986,0.00006033733],"category_scores_gemma":[0.0001271962,0.0004270448,0.0008652265,0.0002856129,0.00007801453,0.0006450417,0.0005126854,0.0006450616,0.00001781649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036079,"about_ca_system_score_gemma":0.0002248354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007290186,"about_ca_topic_score_gemma":0.000002928194,"domain_scores_codex":[0.9955049,0.0001349905,0.002615003,0.000435222,0.0009112613,0.000398686],"domain_scores_gemma":[0.9941463,0.0003131806,0.004674009,0.0006175322,0.000202866,0.00004604811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006246701,0.00008706011,0.00003120491,0.6618087,0.0003550806,0.00009838124,0.00000756357,0.00003224143,1.550841e-7,0.0009471512,0.01105916,0.3255671],"study_design_scores_gemma":[0.0001921055,0.00002095933,0.00007779867,0.2757062,0.00149212,0.00006791818,0.00009545164,0.0000058498,0.000003921672,0.00006956015,0.7219901,0.000278004],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001413505,0.9930369,0.0001636868,0.0001146644,0.001784787,0.001355374,0.0000159812,0.00003168449,0.003355603],"genre_scores_gemma":[0.0004551669,0.9974061,0.00008003204,0.0001901305,0.001130295,0.00005204233,0.00002701144,0.00004774202,0.0006114604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7109309,"threshold_uncertainty_score":0.9998181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03481770831927872,"score_gpt":0.3184565150047938,"score_spread":0.2836388066855151,"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."}}