{"id":"W2156448584","doi":"10.1109/cscwd.2011.5960185","title":"Towards an agent oriented smart manufacturing system","year":2011,"lang":"en","type":"article","venue":"","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Western University","funders":"","keywords":"Visibility; Computer science; Automation; Supply chain; Agile software development; Manufacturing engineering; Engineering; Business; Software engineering","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":[0.0006592086,0.0003991345,0.0003900948,0.0003031837,0.0006072373,0.002194023,0.001176769,0.001522493,0.002824151],"category_scores_gemma":[0.0007586419,0.0003555201,0.0004207164,0.0002858099,0.0006748398,0.001592708,0.001723839,0.001195163,0.001584343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004505597,"about_ca_system_score_gemma":0.001058956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729126,"about_ca_topic_score_gemma":0.00166573,"domain_scores_codex":[0.9995641,0.000097713,0.00003604533,0.00009688512,0.0001649386,0.00004021186],"domain_scores_gemma":[0.9996941,0.00006419249,0.000036271,0.00006842932,0.00008766862,0.00004931139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005362949,0.000427523,0.002917436,0.0005250288,0.0001709588,0.001152442,0.00129968,0.2846875,0.06748265,0.3411313,0.01516422,0.2845049],"study_design_scores_gemma":[0.00007585106,0.0001647643,0.0003057921,0.00004963308,0.00005488942,0.0001677882,0.00009772228,0.8568242,0.01021884,0.05023425,0.08177271,0.00003354226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01456293,0.0003074522,0.9670917,0.0006943633,0.0001358735,0.0001660215,0.00006983265,0.003656292,0.01331545],"genre_scores_gemma":[0.2763558,0.0005514524,0.7070591,0.000704016,0.00008881066,0.0003844178,0.0003066641,0.0001427037,0.01440699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002824151,"threshold_uncertainty_score":0.009447753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168727218272174,"score_gpt":0.2102744453733575,"score_spread":0.1885871731906358,"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."}}