{"id":"W4302027713","doi":"10.32920/21280017.v1","title":"Human Factors in Production System Design and Quality Performance A Systematic Review","year":2022,"lang":"en","type":"review","venue":"","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AUTO21 Network of Centres of Excellence; Government of Canada","keywords":"Quality (philosophy); Production (economics); Risk analysis (engineering); Product (mathematics); Workload; Process management; Computer science; Quality management; Operations management; Manufacturing engineering; Engineering; Business; Management system; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01242761,0.001654508,0.004536969,0.01166198,0.0008702257,0.003391383,0.001806923,0.002250636,0.006168603],"category_scores_gemma":[0.0602971,0.001173239,0.005310958,0.01294305,0.001227288,0.002745654,0.001542,0.001281147,0.0006846135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004980821,"about_ca_system_score_gemma":0.02399363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01371184,"about_ca_topic_score_gemma":0.03281406,"domain_scores_codex":[0.9854919,0.005934616,0.003912214,0.0007765418,0.003572409,0.0003123069],"domain_scores_gemma":[0.9536444,0.03368486,0.006506286,0.0007784735,0.00493191,0.0004539865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009885411,0.00003977092,0.000833418,0.8579296,0.003273912,0.0001344527,0.0003401868,0.0001911773,0.0001417851,0.0005192857,0.00561516,0.1308824],"study_design_scores_gemma":[0.0001267695,0.0001626738,0.00427702,0.9368482,0.01249909,0.0003963739,0.0003760224,0.00009618878,0.0001595395,0.000452696,0.0445692,0.00003627297],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003483043,0.9985023,0.0001447984,0.0002325802,0.0001127265,0.0001979774,0.0001349294,0.000005187697,0.0003211844],"genre_scores_gemma":[0.005935451,0.9924605,0.0006072464,0.0002945573,0.00006312746,0.0003656345,0.0001288698,0.000003412879,0.0001411079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01371184,"threshold_uncertainty_score":0.06572431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1307181553035672,"score_gpt":0.3052996218171805,"score_spread":0.1745814665136132,"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."}}