{"id":"W4317934334","doi":"10.3390/app13031545","title":"Smart Manufacturing and Industry 4.0","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Industry 4.0; Smart manufacturing; Business; Manufacturing; Manufacturing engineering; Engineering; 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":[0.001501183,0.000943621,0.0004330098,0.001597613,0.001236888,0.0100439,0.0007483388,0.004031195,0.05490751],"category_scores_gemma":[0.001738531,0.0003416663,0.0005582974,0.002218238,0.003142694,0.005491456,0.005121986,0.003626205,0.03061876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056309,"about_ca_system_score_gemma":0.002919741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302883,"about_ca_topic_score_gemma":0.001404241,"domain_scores_codex":[0.9985209,0.0002796516,0.00006775014,0.0001483224,0.0007707641,0.0002126355],"domain_scores_gemma":[0.9993352,0.0001196808,0.00006212929,0.00013765,0.0001539467,0.0001913193],"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":[0.00004131041,0.00003276285,0.0004343601,0.0003761444,0.00001515734,0.0001065651,0.0004071697,0.0006374894,0.001847069,0.5877355,0.2034674,0.204899],"study_design_scores_gemma":[0.000002871513,0.00002234964,0.0003027071,0.0001521732,0.000003238168,0.00009980392,0.00008599009,0.0002519111,0.0004161617,0.03546367,0.9631905,0.000008665067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002343404,0.02182642,0.01715609,0.03216239,0.006346691,0.00006617754,0.0004106649,0.003215025,0.9164732],"genre_scores_gemma":[0.09110782,0.05650977,0.04115314,0.02640835,0.004719716,0.0002703161,0.001764362,0.001377319,0.7766892],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05490751,"threshold_uncertainty_score":0.1836839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698474696406748,"score_gpt":0.232132564573149,"score_spread":0.2051478176090815,"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."}}