{"id":"W2049147586","doi":"10.1109/ccece.2006.277425","title":"Can we work around Complex Numerical Methods? An Insight","year":2006,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Stability (learning theory); Artificial neural network; Work (physics); Computer science; Set (abstract data type); Numerical stability; Numerical analysis; Van der Pol oscillator; Applied mathematics; Mathematical optimization; Control theory (sociology); Artificial intelligence; Mathematics; Machine learning; Nonlinear system; Engineering; Mathematical analysis; Control (management); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004645127,0.0009153333,0.001032382,0.001337591,0.001295709,0.005496829,0.00207488,0.003032163,0.01013285],"category_scores_gemma":[0.01430996,0.0004305479,0.0007528727,0.0007090864,0.01084187,0.01820183,0.003819945,0.005747118,0.002499034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103363,"about_ca_system_score_gemma":0.001282425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045806,"about_ca_topic_score_gemma":0.0007802463,"domain_scores_codex":[0.9981275,0.0009064816,0.00007544253,0.0002085556,0.0005544731,0.0001275351],"domain_scores_gemma":[0.9950072,0.002891976,0.000228779,0.001089923,0.0005242663,0.0002578315],"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":[0.000009806203,0.00001537185,0.0001377475,0.0001296003,0.00001196212,0.00003844787,0.0004408612,0.001108321,0.0001482695,0.9745954,0.005922646,0.01744154],"study_design_scores_gemma":[0.000008492144,0.00001429815,0.000066409,0.0001332008,0.000002989741,0.0000598299,0.0002012417,0.002915796,0.00007798766,0.9518506,0.04465634,0.00001290902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01019278,0.05637417,0.5482227,0.2505987,0.009262415,0.00008830342,0.0001530519,0.0007282442,0.1243797],"genre_scores_gemma":[0.4651907,0.07473444,0.3454835,0.04618063,0.01482163,0.0005084583,0.0001656191,0.001056949,0.05185788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01013285,"threshold_uncertainty_score":0.03389776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05498806711911285,"score_gpt":0.3276643360120494,"score_spread":0.2726762688929365,"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."}}