{"id":"W4406167138","doi":"10.3390/pr13010160","title":"Engineering Management and Modular Design: A Path to Robust Manufacturing Processes","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Modular design; Path (computing); Manufacturing engineering; Engineering; Computer science; Systems engineering; Industrial engineering; Programming language","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":[0.005900591,0.001003076,0.0003971319,0.001376788,0.001179794,0.003830141,0.001279946,0.001422655,0.002694355],"category_scores_gemma":[0.008067054,0.0006191399,0.00081762,0.0007619431,0.005957936,0.004670947,0.003231025,0.00229644,0.0007020667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002314412,"about_ca_system_score_gemma":0.002943956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006477649,"about_ca_topic_score_gemma":0.0007328221,"domain_scores_codex":[0.9963256,0.00172817,0.0001582976,0.000474201,0.001120005,0.0001936819],"domain_scores_gemma":[0.9946336,0.001978643,0.001006159,0.001435679,0.0007010621,0.0002447938],"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":[0.00003428679,0.00005832724,0.001156824,0.0003396066,0.00005770287,0.0001285331,0.001138084,0.03771111,0.004636662,0.8453785,0.001901698,0.1074587],"study_design_scores_gemma":[0.00003926178,0.0002175089,0.001091869,0.0003082601,0.00005310583,0.0002608099,0.0005722962,0.05308928,0.00445644,0.8655673,0.07429101,0.00005284539],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02348405,0.002355848,0.936452,0.007416293,0.0001461655,0.0001175883,0.00002858376,0.0002993424,0.02970016],"genre_scores_gemma":[0.4327074,0.002121641,0.5605806,0.0008376808,0.0001793976,0.0001596738,0.00004867459,0.0001423311,0.003222559],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005900591,"threshold_uncertainty_score":0.03120571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009376785419685528,"score_gpt":0.1888857787428423,"score_spread":0.1795089933231568,"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."}}