{"id":"W4407987970","doi":"10.1109/cdc56724.2024.10885934","title":"Asymptotically 2-Contractive Systems: Converging properties and Applications","year":2024,"lang":"en","type":"article","venue":"","topic":"Spectral Theory in Mathematical Physics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Mathematics","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":[0.0002648532,0.000129667,0.0001950623,0.00004051892,0.00006749644,0.0001974201,0.00009293439,0.00005092433,0.0000754213],"category_scores_gemma":[0.0001487456,0.00008991719,0.00004121652,0.0001160516,0.0001258936,0.0001731665,0.00004038,0.0001538962,0.0001980512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004349711,"about_ca_system_score_gemma":0.0000272739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003919371,"about_ca_topic_score_gemma":5.838674e-7,"domain_scores_codex":[0.9991791,0.00004001502,0.0002267517,0.0002206474,0.0001578755,0.0001756584],"domain_scores_gemma":[0.998648,0.001002705,0.00002442347,0.0002050642,0.00005064695,0.0000691793],"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":[0.000003342597,0.0000391444,0.000002243089,0.0006579976,0.00006538251,0.000002933863,0.0002717886,0.000002324569,0.001730683,0.9963269,0.0002121722,0.0006851393],"study_design_scores_gemma":[0.00006549437,0.000019056,0.000004553227,0.0002124648,0.00006364457,0.00002831309,0.0005395547,0.01040247,0.001733923,0.9854115,0.001373076,0.0001460045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05223877,0.001921052,0.6577207,0.001038958,0.0002941809,0.002391648,0.00001263657,0.001935543,0.2824464],"genre_scores_gemma":[0.9933153,0.00001462499,0.003945092,0.00004495588,0.0001874707,0.0002234474,5.496926e-7,0.00003450517,0.002234049],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9410765,"threshold_uncertainty_score":0.3666717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05586830793062287,"score_gpt":0.30369370584792,"score_spread":0.2478253979172971,"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."}}