{"id":"W4394743258","doi":"10.1007/s40171-024-00396-x","title":"Analyzing Industry 4.0 Adoption Enablers for Supply Chain Flexibility: Impacts on Resilience and Sustainability","year":2024,"lang":"en","type":"article","venue":"Global Journal of Flexible Systems Management","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Supply chain; Resilience (materials science); Flexibility (engineering); Sustainability; Business; Industry 4.0; Procurement; Industrial organization; Process management; Engineering; Marketing; Economics","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00286614,0.0003767551,0.0004797302,0.000823248,0.0002665111,0.001319051,0.0004796092,0.0001751585,0.00002896712],"category_scores_gemma":[0.0001567193,0.0003015006,0.0002429209,0.001313825,0.0001263068,0.00153438,0.0002639729,0.0003438232,0.00002492997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008887701,"about_ca_system_score_gemma":0.00009485445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004397705,"about_ca_topic_score_gemma":0.00001381583,"domain_scores_codex":[0.9969435,0.00005311665,0.0009475076,0.0006172947,0.0007419321,0.0006966068],"domain_scores_gemma":[0.998467,0.00009438397,0.0004846443,0.0004314076,0.0004350622,0.00008748533],"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":[0.001090188,0.000443101,0.05285636,0.01499001,0.001019842,0.0007644079,0.0001797118,0.08968069,0.00001948709,0.6654326,0.05899821,0.1145253],"study_design_scores_gemma":[0.006402625,0.00154938,0.1271608,0.01009892,0.002497551,0.0002646679,0.06481647,0.07751538,0.00005985466,0.07012749,0.6367113,0.002795543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8742411,0.0135188,0.06136765,0.008784208,0.008450058,0.005996794,0.00004868032,0.0005205051,0.02707217],"genre_scores_gemma":[0.9967964,0.0002205858,0.0001857654,0.0004110995,0.00120005,0.00006970765,0.000007786033,0.00002718226,0.001081368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5953051,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161765781582688,"score_gpt":0.284466890572999,"score_spread":0.2682903124147302,"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."}}