{"id":"W4255570836","doi":"10.1007/978-3-319-41108-8_1","title":"Introduction","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in industrial control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Control (management); Process (computing); Model predictive control; Computer science; Process control; Key (lock); Process optimization; Engineering; Control engineering; Artificial intelligence; Computer security","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005010133,0.0009453303,0.0005721792,0.001594504,0.001023818,0.003291248,0.001370578,0.001428806,0.4821283],"category_scores_gemma":[0.001665843,0.0003186445,0.0004715174,0.001329926,0.0005304656,0.002763293,0.002158794,0.001650895,0.3914891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055807,"about_ca_system_score_gemma":0.001541155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001532594,"about_ca_topic_score_gemma":0.002649956,"domain_scores_codex":[0.9994436,0.00004680032,0.00001820458,0.000113351,0.0003207275,0.00005733719],"domain_scores_gemma":[0.9994984,0.00007111112,0.00001888868,0.00007861418,0.0002503883,0.00008264169],"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":[0.00002461202,0.00003783763,0.00007942973,0.0002173144,0.000002864911,0.00005221767,0.0001134844,0.0002939695,0.000685844,0.0517899,0.6950029,0.2516997],"study_design_scores_gemma":[0.000001384373,0.000005126315,0.00004836487,0.00005932522,8.078438e-7,0.00003107579,0.00002048823,0.00003614162,0.0001106855,0.004547309,0.9951369,0.00000228565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003417876,0.003628338,0.00740595,0.001754539,0.004399413,0.0001038186,0.001313995,0.0007148059,0.9803374],"genre_scores_gemma":[0.001152524,0.002004594,0.001737621,0.0006751676,0.0006929304,0.00005758623,0.001085464,0.0002200515,0.9923741],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4821283,"threshold_uncertainty_score":0.7386811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002291165079946,"score_gpt":0.207243844989507,"score_spread":0.1972209333387075,"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."}}