{"id":"W2122193798","doi":"10.24908/pceea.v0i0.3832","title":"STAYING COMPETITIVE IN TODAY'S MANUFACTURING ENVIRONMENT AND WORLD WIDE OFF-SHORE SOURCING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Linamar (Canada)","funders":"University of Waterloo","keywords":"Automotive industry; Yesterday; Manufacturing engineering; Aerospace; Business; Order (exchange); New product development; Product (mathematics); Engineering; Computer science; Marketing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00417295,0.0006967763,0.0006232576,0.001089452,0.003785882,0.009701231,0.001568131,0.002083513,0.02195886],"category_scores_gemma":[0.003992601,0.0003075138,0.0005024825,0.002568586,0.002806592,0.008018887,0.004591237,0.002138763,0.008639663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00315268,"about_ca_system_score_gemma":0.00488972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009496364,"about_ca_topic_score_gemma":0.02248927,"domain_scores_codex":[0.9947778,0.0005675469,0.00008529452,0.0004666052,0.00349164,0.0006110719],"domain_scores_gemma":[0.9964339,0.0006894082,0.0003053635,0.0005020325,0.001510356,0.0005589729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001156625,0.0003265655,0.005416838,0.0007559321,0.00006352181,0.0007780432,0.003126088,0.004159279,0.01356256,0.1632786,0.1200078,0.6884092],"study_design_scores_gemma":[0.00001331367,0.0001304757,0.006428458,0.0003621003,0.00001952542,0.0008555956,0.008558368,0.002852093,0.00252891,0.06188129,0.9162974,0.00007243249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07084928,0.01450436,0.1338061,0.03501699,0.002054925,0.0002919909,0.0003237829,0.001513464,0.741639],"genre_scores_gemma":[0.5055572,0.02408323,0.1936777,0.01255535,0.001483854,0.0002353467,0.001229484,0.001553509,0.2596243],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02195886,"threshold_uncertainty_score":0.07345968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005750977268441314,"score_gpt":0.1582461272763246,"score_spread":0.1524951500078833,"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."}}