{"id":"W2615016184","doi":"10.1016/s1474-6670(17)36455-8","title":"Discrete Abstractions for Two-Dimensional Nearly Integrable Continuous Systems","year":2003,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Integrable system; Computer science; Focus (optics); Class (philosophy); Hybrid system; Theoretical computer science; Control (management); Nonlinear system; Property (philosophy); Control engineering; Control system; Distributed computing; Algebra over a field; Mathematics; Pure mathematics; Engineering; Artificial intelligence; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008874877,0.000181008,0.0002235183,0.0001171421,0.0003294197,0.000544895,0.0005049689,0.00008900194,0.00001214582],"category_scores_gemma":[0.0005066629,0.0001688072,0.00009165108,0.0002844975,0.00007168394,0.001446076,0.0000540491,0.0001862955,0.00007937207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008745142,"about_ca_system_score_gemma":0.00008185327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007509731,"about_ca_topic_score_gemma":0.00000137367,"domain_scores_codex":[0.9984754,0.00001999795,0.0003535306,0.0004600571,0.0002908822,0.0004001142],"domain_scores_gemma":[0.9988575,0.00008999815,0.0002272562,0.0002239667,0.0004820231,0.0001192299],"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":[0.0000174494,0.00007359244,0.001400506,0.00009181741,0.0000423026,0.000001028629,0.0006072446,0.0004634345,0.01045098,0.974671,0.007101155,0.005079507],"study_design_scores_gemma":[0.002226957,0.000763307,0.002989773,0.0002618301,0.00008038384,0.0004207061,0.001501897,0.722611,0.05543137,0.0328273,0.1793972,0.001488302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1127479,0.0004602892,0.855585,0.0003556117,0.00307393,0.00130543,0.00001860578,0.0007202884,0.02573291],"genre_scores_gemma":[0.4952171,0.000001917574,0.5011719,0.00005919253,0.00008845847,0.0002250258,0.000002545162,0.00001856772,0.00321523],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9418437,"threshold_uncertainty_score":0.6883759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162625134369836,"score_gpt":0.2873041724676733,"score_spread":0.2656779211239749,"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."}}