{"id":"W2625012058","doi":"10.14311/312","title":"Education for Production and Operations Management","year":2002,"lang":"en","type":"article","venue":"Acta Polytechnica","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Canada","keywords":"Engine department; Engineering management; Schedule; Work (physics); Quality (philosophy); Production (economics); Program management; Engineering; Project management; Applied engineering; Business; Operations management; Management; Mechanical engineering; Systems engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007484031,0.0001037814,0.0001123013,0.0004037124,0.0003207014,0.0003133853,0.0003751444,0.00004807257,0.0001622619],"category_scores_gemma":[0.0007140871,0.00008819008,0.00003980343,0.0005335245,0.0000814028,0.0006277871,0.0001338583,0.00005573998,0.0000711074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000381936,"about_ca_system_score_gemma":0.00001159381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005400085,"about_ca_topic_score_gemma":0.00002432202,"domain_scores_codex":[0.9986305,0.00004053994,0.0003506443,0.0004636416,0.0003678002,0.0001469353],"domain_scores_gemma":[0.9988995,0.00007618636,0.00005850607,0.0007419768,0.0001765224,0.00004731001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004476113,0.0002412047,0.0001181276,0.000008808951,0.00001518523,2.20845e-7,0.0001301318,0.0000230189,0.002560719,0.08999114,0.6523767,0.2545303],"study_design_scores_gemma":[0.0001720921,0.0001443292,0.002123863,0.00003484917,0.00005055993,0.0000109336,0.0007202834,0.005936491,0.003275994,0.01958683,0.9676302,0.0003135884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08879817,0.00158462,0.2217889,0.2497028,0.002864082,0.01448757,0.00004961439,0.002621758,0.4181024],"genre_scores_gemma":[0.9036126,0.000180798,0.0637663,0.0008363214,0.00008295388,0.0006696439,0.000005838335,0.00001255651,0.03083305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8148144,"threshold_uncertainty_score":0.3596287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0833212346289685,"score_gpt":0.3747452374149406,"score_spread":0.2914240027859721,"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."}}