{"id":"W4382280782","doi":"10.1007/978-3-031-30347-0_5","title":"Supply Chain Responsiveness","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in business and economics","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Supply chain; Flexibility (engineering); Supply chain risk management; Industrial organization; Supply and demand; Value (mathematics); Business; Risk analysis (engineering); Demand chain; Service management; Microeconomics; Supply chain management; Economics; Computer science; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001073728,0.0007004394,0.0003936846,0.001417535,0.0009292172,0.004116629,0.000795136,0.001205972,0.09540032],"category_scores_gemma":[0.004521091,0.0003888388,0.000562072,0.00218574,0.0009168857,0.004431059,0.002708883,0.001720471,0.01702441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002123758,"about_ca_system_score_gemma":0.001427416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592304,"about_ca_topic_score_gemma":0.0009231138,"domain_scores_codex":[0.9989649,0.0002402479,0.000033408,0.0001815964,0.0004290624,0.0001506945],"domain_scores_gemma":[0.9986194,0.0004824411,0.00008835564,0.0003000917,0.0003760618,0.0001335908],"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":[0.0001709639,0.0001365273,0.001373134,0.000461832,0.00005966496,0.00053831,0.001831346,0.01622928,0.008715252,0.638541,0.08316124,0.2487815],"study_design_scores_gemma":[0.00002494387,0.0001261209,0.002390271,0.0003406493,0.00004067596,0.0005266973,0.002889192,0.01851419,0.004563553,0.4071715,0.5633646,0.00004754521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01515493,0.001551702,0.04006126,0.004140066,0.0004800678,0.0001247332,0.0004521011,0.0007136738,0.9373215],"genre_scores_gemma":[0.5767864,0.003574225,0.007909761,0.00200622,0.0005223702,0.0002627701,0.001089608,0.0004410869,0.4074076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09540032,"threshold_uncertainty_score":0.3191459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261148953763536,"score_gpt":0.2038067557041267,"score_spread":0.1776918603277731,"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."}}