{"id":"W147248135","doi":"10.5281/zenodo.1082898","title":"Tracking Control Of A Linear Parabolic Pde With In-Domain Point Actuators","year":2011,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Control theory (sociology); Multiplier (economics); Partial differential equation; Flatness (cosmology); Mathematics; Parabolic partial differential equation; Elliptic partial differential equation; Controller (irrigation); Computer science; Mathematical analysis; Control (management); Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004877303,0.0003011637,0.0005374638,0.0003650042,0.00008305217,0.00002642724,0.0003112246,0.0002067418,0.00008133646],"category_scores_gemma":[0.0001300675,0.0002866707,0.0001515323,0.0004669807,0.0001277379,0.0002736771,0.00002865933,0.0003616709,0.000006096948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002086951,"about_ca_system_score_gemma":0.0001017188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714323,"about_ca_topic_score_gemma":0.008233194,"domain_scores_codex":[0.998215,0.0001033712,0.0005980692,0.0002840398,0.0002538421,0.0005456396],"domain_scores_gemma":[0.9988558,0.0001535844,0.0001100876,0.0006079468,0.00009170438,0.0001808823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002671194,0.002966227,0.6226473,0.000726642,0.0009139864,0.0001220062,0.02654282,0.05218024,0.03976204,0.1179825,0.00009610987,0.1333889],"study_design_scores_gemma":[0.006670646,0.0007138337,0.4841267,0.0002752276,0.0001757252,0.00004772114,0.001270323,0.4280038,0.03822565,0.03905377,0.0001955383,0.001241122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4624055,0.0002850089,0.5359747,0.0001587388,0.00003340084,0.0004889286,0.00002557113,0.0002728402,0.0003552461],"genre_scores_gemma":[0.9732635,0.00003074345,0.02613134,0.0001469826,0.00003081136,0.0003244969,0.000006001921,0.00005606729,0.00001005887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.510858,"threshold_uncertainty_score":0.9999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182095585758438,"score_gpt":0.2032099705639685,"score_spread":0.1913890147063841,"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."}}