{"id":"W2486650239","doi":"10.1007/978-1-4899-7276-7_1","title":"Introductory examples and problems","year":2005,"lang":"en","type":"book-chapter","venue":"Texts in applied mathematics","topic":"Control and Stability of Dynamical Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Presentation (obstetrics); Variety (cybernetics); Computer science; Simple (philosophy); Aerospace; Management science; Data science; Engineering; Artificial intelligence; Aerospace engineering; Epistemology","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":[0.0002161314,0.0003324359,0.0006100428,0.0001052051,0.00002078801,0.0000308732,0.0001459774,0.0002835889,0.0001997603],"category_scores_gemma":[0.00000947112,0.0003172149,0.00004872576,0.00001712492,0.00008159369,0.00001878812,0.00005530974,0.0003656154,0.0000956673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080853,"about_ca_system_score_gemma":0.000009151344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001993321,"about_ca_topic_score_gemma":0.0001561413,"domain_scores_codex":[0.9987978,0.00000212086,0.0005312592,0.000253502,0.0001906461,0.0002246902],"domain_scores_gemma":[0.9993557,0.0001304976,0.00006834201,0.0003668483,0.00001065508,0.00006790268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000410475,0.00004978363,0.000002147078,0.004142792,0.0000967205,0.000003017336,0.00154395,0.001805025,0.0007553239,0.8525348,0.0005784325,0.1384839],"study_design_scores_gemma":[0.0008404385,0.00002704189,0.00003026337,0.0008872179,0.00008414804,0.0000178554,0.0000588967,0.03977485,0.0000146367,0.5798025,0.3772357,0.001226558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005379915,0.002851633,0.001828751,0.00003269106,0.0001261889,0.0009414848,0.00002489867,0.0003483859,0.9933079],"genre_scores_gemma":[0.3887092,0.00501204,0.120537,0.000166317,0.004533219,0.0007736657,0.0002006623,0.001581114,0.4784868],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5148212,"threshold_uncertainty_score":0.999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260434683435074,"score_gpt":0.1902057555560681,"score_spread":0.1776014087217173,"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."}}