{"id":"W1768442763","doi":"10.1109/ijcnn.1999.831579","title":"The optimal value of self-connection","year":2003,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Connection (principal bundle); Spurious relationship; Value (mathematics); Mathematics; Reduction (mathematics); Attractor; RADIUS; Range (aeronautics); Computer science; Inverse; Mathematical optimization; Mathematical analysis; Statistics; Engineering; Geometry","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":[0.0006170327,0.0003329901,0.0004717096,0.000460087,0.0002482694,0.0006102328,0.0004929458,0.0007307882,0.001354725],"category_scores_gemma":[0.004657499,0.000223673,0.0001443573,0.0001744576,0.0005453073,0.001069028,0.0006243629,0.0003755543,0.0003526937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002197025,"about_ca_system_score_gemma":0.0004005376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000211752,"about_ca_topic_score_gemma":0.0002692601,"domain_scores_codex":[0.9996833,0.00009180319,0.00002109807,0.00007344683,0.0000754186,0.00005491997],"domain_scores_gemma":[0.9984221,0.0008728715,0.0001527244,0.0001585398,0.0002497366,0.0001440258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009991701,0.0004272018,0.008836362,0.0009916157,0.0002894799,0.0005699201,0.0004347975,0.2977665,0.3614835,0.09187783,0.004078895,0.2322447],"study_design_scores_gemma":[0.000155595,0.0009623569,0.009050617,0.0001973891,0.0002069843,0.001009788,0.0003443322,0.7820741,0.1377939,0.05905043,0.00899452,0.0001600104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7853934,0.002624859,0.1896773,0.0008211328,0.0001086162,0.00009732259,0.0001078926,0.0005572728,0.02061226],"genre_scores_gemma":[0.9819636,0.0002862784,0.0169815,0.0000394165,0.00001180002,0.00003165694,0.00002058464,0.00003410241,0.0006310947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001354725,"threshold_uncertainty_score":0.00453198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00856690910155991,"score_gpt":0.2267085298934431,"score_spread":0.2181416207918832,"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."}}