{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006964297,0.00009338786,0.00008293794,0.00005397632,0.0000352432,0.00001717958,0.00008240005,0.00004657346,0.000363059],"category_scores_gemma":[0.000002458176,0.00008321781,0.00002607975,0.00005511329,0.000006436979,0.00009549909,0.00001222955,0.00005954114,0.0001391406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004514761,"about_ca_system_score_gemma":0.000005003601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005772844,"about_ca_topic_score_gemma":0.000005835429,"domain_scores_codex":[0.9995154,0.000009370363,0.0001289482,0.0001079888,0.00008908178,0.0001492844],"domain_scores_gemma":[0.9996877,0.000002715604,0.000009951355,0.000177738,0.00001967416,0.0001022011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001026696,0.0005309294,0.004087073,0.001352475,0.0008344849,0.0003402036,0.0242456,0.7128005,0.001012889,0.05039463,0.00254195,0.2017566],"study_design_scores_gemma":[0.000324206,0.00003661968,0.00243564,0.00002889913,0.00001754829,0.00001872527,0.001441271,0.8987279,0.09545808,0.00001603558,0.00119887,0.0002962313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2165647,0.00004147922,0.6146547,0.000005702138,0.001516878,0.0001175727,0.000003136655,0.002710442,0.1643854],"genre_scores_gemma":[0.8533423,0.000004269639,0.1462287,0.00001934369,0.00005663897,0.000008127646,0.000008168023,0.0000242372,0.0003081513],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6367776,"threshold_uncertainty_score":0.3975241,"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."}}