{"id":"W2141380408","doi":"10.5539/cis.v2n3p87","title":"Study on the NN Decoupling Control System of Air-cushioned Headbox","year":2009,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Papermaking; Computer science; Decoupling (probability); Paper machine; Control theory (sociology); Control engineering; Artificial intelligence; Control (management); Mechanical engineering; Pulp and paper industry; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004811106,0.0003758431,0.0004103094,0.0001342426,0.0002677155,0.0005296157,0.0003928769,0.0004009762,0.001616042],"category_scores_gemma":[0.0007344385,0.0001495657,0.0002043414,0.0001310141,0.0002641258,0.000525536,0.0002166909,0.0003039745,0.0001499114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240291,"about_ca_system_score_gemma":0.0004998413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004418873,"about_ca_topic_score_gemma":0.00208994,"domain_scores_codex":[0.9997841,0.0000433887,0.00001441845,0.00006757873,0.0000663774,0.00002415894],"domain_scores_gemma":[0.9997967,0.00007890155,0.00001941469,0.00001459816,0.00007843968,0.00001194934],"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":[0.0006286043,0.0001470368,0.004149249,0.0005268314,0.0001418612,0.0005131625,0.0005511917,0.6407266,0.116378,0.01529059,0.001398187,0.2195488],"study_design_scores_gemma":[0.0000238412,0.0001463098,0.001105142,0.000007506213,0.00001968304,0.00004285418,0.00002226783,0.9909635,0.006197196,0.0006523044,0.000811135,0.000008297305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1694912,0.0007297398,0.8210922,0.0001554354,0.0001144926,0.00008269528,0.00001882335,0.0003336726,0.007981791],"genre_scores_gemma":[0.9762621,0.0002771056,0.01956539,0.00003780553,0.00002545704,0.00003958416,0.00002289536,0.000009851728,0.00375973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004418873,"threshold_uncertainty_score":0.008786321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274344871610568,"score_gpt":0.2177978857294619,"score_spread":0.2050544370133562,"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."}}