{"id":"W4300538145","doi":"10.1109/cdc.2014.7040143","title":"Tautological control systems","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Coherence (philosophical gambling strategy); Invariant (physics); Computer science; Network topology; Control (management); Theoretical computer science; Topology (electrical circuits); Control theory (sociology); Algebra over a field; Mathematics; Pure mathematics; Artificial intelligence","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":[0.0001785061,0.00007654022,0.0002068449,0.0000187087,0.0000517646,0.00002850899,0.00007740029,0.00006147716,0.0001139713],"category_scores_gemma":[0.000367627,0.00004828333,0.00004775797,0.00004466682,0.00002215801,0.00003377064,0.00001240087,0.00005060555,0.0001122123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001433555,"about_ca_system_score_gemma":0.000003116867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001791748,"about_ca_topic_score_gemma":0.000004856239,"domain_scores_codex":[0.9992917,0.00009030256,0.000223215,0.0001234656,0.0001274794,0.0001438556],"domain_scores_gemma":[0.9991434,0.0005193198,0.00005700043,0.0001768609,0.00003868641,0.00006477041],"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":[0.000003278961,0.00003394873,0.0001785457,0.00001520033,0.000007115955,2.874502e-7,0.000004518691,0.0001459611,0.0001451853,0.9983639,0.0002912651,0.0008108318],"study_design_scores_gemma":[0.0008970583,0.00008858065,0.0003596857,0.00001902808,0.00002210855,0.000008551988,0.00004300406,0.5558407,0.00001303446,0.434088,0.00844106,0.0001792429],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02330976,0.00001083989,0.9439988,0.00007713564,0.0002038619,0.0001752598,0.00000195174,0.000179118,0.03204324],"genre_scores_gemma":[0.9933463,3.210234e-7,0.004187417,0.00004946237,0.0001094417,0.00002826734,0.000001643392,0.000007575332,0.00226961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9700365,"threshold_uncertainty_score":0.1968937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03288481454326368,"score_gpt":0.2979175280828423,"score_spread":0.2650327135395786,"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."}}