{"id":"W4387058454","doi":"10.1080/00207543.2023.2246783","title":"Human-centric production and logistics system design and management: transitioning from Industry 4.0 to Industry 5.0","year":2023,"lang":"en","type":"article","venue":"International Journal of Production Research","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":214,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Industry 4.0; Prosperity; Sophistication; Business; Order (exchange); Production (economics); Work (physics); Industrial organization; Engineering; Knowledge management; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01696191,0.0004570242,0.0003672207,0.001507485,0.002357565,0.01343364,0.001624818,0.002985243,0.003166856],"category_scores_gemma":[0.00846003,0.0003802539,0.0005847839,0.001446975,0.01334142,0.008978922,0.005665834,0.003559359,0.0004134865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007723283,"about_ca_system_score_gemma":0.01412728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650052,"about_ca_topic_score_gemma":0.003191752,"domain_scores_codex":[0.9867015,0.008220223,0.0005315773,0.0009074246,0.002826098,0.0008131542],"domain_scores_gemma":[0.9878056,0.007485798,0.0008924492,0.001070254,0.001664056,0.001081863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005574066,0.0001253897,0.003304229,0.0008972951,0.00005255651,0.0001966805,0.02096237,0.005023771,0.001886134,0.7811566,0.01023158,0.1761077],"study_design_scores_gemma":[0.00002603488,0.0004600143,0.005244295,0.001557848,0.00004971623,0.0002722068,0.02648523,0.01067407,0.003921408,0.5066433,0.4445796,0.00008615004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1350678,0.02025243,0.4564126,0.1866572,0.002958806,0.0005025868,0.0001384022,0.0005551641,0.197455],"genre_scores_gemma":[0.8215706,0.009863524,0.1424288,0.01216768,0.0006559723,0.0003057743,0.000112668,0.0001398152,0.01275518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01696191,"threshold_uncertainty_score":0.08970428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319404831926798,"score_gpt":0.3653583393150354,"score_spread":0.2334178561223556,"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."}}