{"id":"W4391561423","doi":"10.18260/1-2--41625","title":"FUTURE OF MECHANICAL ENGINEERING, MANUFACTURING ENGINEERING, AND MACHINIST ROLES FOR INDUSTRY 4.0","year":2024,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Renewable Energy Laboratory; University of Toronto","keywords":"Manufacturing engineering; Engineering; Manufacturing; Production engineering; Business; Marketing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004849051,0.0005619577,0.000341816,0.001125909,0.00350541,0.008112345,0.00140031,0.005738849,0.04736214],"category_scores_gemma":[0.002472296,0.0002053647,0.0005065012,0.001133831,0.006952152,0.007056972,0.005151648,0.003823915,0.009382631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008096796,"about_ca_system_score_gemma":0.03252954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03532878,"about_ca_topic_score_gemma":0.08339367,"domain_scores_codex":[0.9973691,0.0004366469,0.000050919,0.0001503842,0.0008666361,0.001126379],"domain_scores_gemma":[0.9928081,0.0004837694,0.0001747479,0.0001579395,0.0008718835,0.005503509],"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":[0.00009536451,0.0001377898,0.001685621,0.0003376963,0.000007647711,0.0001364869,0.001468775,0.000275541,0.00184452,0.4463589,0.2718726,0.275779],"study_design_scores_gemma":[0.00000696932,0.00003578248,0.002273292,0.0002590021,0.000002550481,0.00009771024,0.001460817,0.0002057916,0.0002028666,0.03871186,0.9567291,0.00001435776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01350913,0.07796755,0.004523837,0.3992039,0.007380991,0.00003109118,0.0002675001,0.0006099686,0.4965061],"genre_scores_gemma":[0.3153241,0.0870957,0.01664709,0.0585583,0.004365292,0.000119323,0.000783587,0.0003344978,0.5167721],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04736214,"threshold_uncertainty_score":0.1584422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007418275324508498,"score_gpt":0.2092587140925999,"score_spread":0.2018404387680914,"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."}}