{"id":"W4322746857","doi":"10.1007/978-3-031-26852-6_74","title":"An Efficient Framework for the Implementation of Sustainable Industry 4.0","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Flexibility (engineering); Industrial Revolution; Industrialisation; Sustainability; Industry 4.0; Context (archaeology); Business; Manufacturing; Sustainable development; Manufacturing engineering; Industrial organization; Process management; Engineering; Marketing; Economics; Management; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0002973847,0.0002209832,0.0002865899,0.0001091643,0.0000601383,0.0001124341,0.0001435142,0.001014341,0.00001341237],"category_scores_gemma":[0.00001455325,0.000173662,0.00005466521,0.00009356772,0.00004072882,0.00005889333,0.00001500827,0.0007975739,7.267097e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006700349,"about_ca_system_score_gemma":0.00002145247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003695558,"about_ca_topic_score_gemma":0.00002587689,"domain_scores_codex":[0.9989656,0.000009906141,0.000446532,0.0001544898,0.0001539483,0.0002694981],"domain_scores_gemma":[0.9989331,0.0006253765,0.00009827012,0.000237484,0.00006381029,0.00004199179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003963957,0.000001736311,0.0000483284,0.0003755895,0.00004721334,0.000001788522,0.0002698078,0.8740978,2.917498e-7,0.1203067,0.0001312028,0.00471555],"study_design_scores_gemma":[0.0005714685,0.0001581024,0.0001894471,0.001708732,0.0001164606,0.0000123397,0.002569374,0.9480625,0.00003304108,0.02710593,0.01875464,0.0007179011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009271724,0.003608375,0.9785212,0.00006680348,0.00200552,0.002355399,0.0001368958,0.0002099632,0.01216871],"genre_scores_gemma":[0.9978325,0.0001319525,0.00006931191,0.00001698463,0.0005512543,0.0001419492,0.00007504594,0.00009024032,0.001090722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9969054,"threshold_uncertainty_score":0.7823526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688197250800334,"score_gpt":0.2633336798042407,"score_spread":0.2464517072962374,"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."}}