{"id":"W7132953767","doi":"","title":"Viability kernals for nonlinear systems","year":2008,"lang":"","type":"dissertation","venue":"TSpace","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Constructive; Nonlinear system; Set (abstract data type); Affine transformation; Boundary (topology); Control (management)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0009745344,0.0006973153,0.0005331897,0.0009524898,0.0008353569,0.002041706,0.0005864475,0.0007858711,0.003033961],"category_scores_gemma":[0.003306451,0.0002436144,0.0007823443,0.0004124396,0.003007972,0.002135643,0.001853935,0.002111333,0.0004854384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001408005,"about_ca_system_score_gemma":0.000698443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125529,"about_ca_topic_score_gemma":0.0008032848,"domain_scores_codex":[0.9993556,0.0002473207,0.0000283463,0.00007881779,0.000231513,0.00005837399],"domain_scores_gemma":[0.9986662,0.0008081977,0.0001192293,0.00009786759,0.0002186312,0.00008989558],"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":[0.000004256525,0.000005978861,0.00006303014,0.00002536821,0.00000488899,0.00002596675,0.00009240009,0.01000635,0.000500188,0.9857596,0.0003887452,0.003123281],"study_design_scores_gemma":[0.000003623704,0.00001394253,0.0000801124,0.0000102044,0.000002606614,0.00002626545,0.00004886439,0.08676352,0.0004066518,0.9104353,0.002202113,0.00000679372],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06192539,0.002049479,0.8734592,0.001827353,0.0001737063,0.00009045954,0.0001300554,0.0001689699,0.06017535],"genre_scores_gemma":[0.9116721,0.001584138,0.0679748,0.0002634553,0.0002740571,0.0002290261,0.0001531323,0.0001260299,0.01772318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003033961,"threshold_uncertainty_score":0.01021588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03277645271928684,"score_gpt":0.3422542369814189,"score_spread":0.3094777842621321,"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."}}