{"id":"W2109498142","doi":"10.1109/ijcnn.1993.714172","title":"MES classification using artificial neural networks and chaos theory","year":2005,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"CHAOS (operating system); Artificial neural network; Computer science; Artificial intelligence; Chaos theory; Physical neural network; Types of artificial neural networks; Machine learning; Time delay neural network; Chaotic","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":[0.0008582008,0.0004468888,0.0005932842,0.002670177,0.0003603811,0.001144852,0.0005460407,0.0007997082,0.001524302],"category_scores_gemma":[0.002774195,0.0002084186,0.0005370083,0.001164725,0.0004436505,0.001045125,0.0006133722,0.000537175,0.0004051553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005775746,"about_ca_system_score_gemma":0.0004140453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035598,"about_ca_topic_score_gemma":0.001789766,"domain_scores_codex":[0.9995969,0.0001157286,0.00004267464,0.0000687543,0.0001337506,0.00004225751],"domain_scores_gemma":[0.9992017,0.0004598885,0.00008787558,0.00004847598,0.0001784694,0.00002358351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001784681,0.00006993706,0.005165696,0.0001401171,0.0001228321,0.0001599885,0.0001104981,0.420402,0.007280645,0.02854522,0.00264266,0.5351819],"study_design_scores_gemma":[0.000003464827,0.00001130567,0.0005355591,0.000009890085,0.000006655117,0.00002014974,0.00001250656,0.9910392,0.0008341359,0.006781671,0.0007391272,0.000006336551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05399773,0.001222794,0.9382997,0.0004996343,0.0001210991,0.0001064199,0.0001340429,0.0007711557,0.004847494],"genre_scores_gemma":[0.712384,0.0009307782,0.2801237,0.0001628406,0.000252583,0.0001897778,0.0004339277,0.0000780004,0.005444342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002670177,"threshold_uncertainty_score":0.005099297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04592543333909305,"score_gpt":0.2780253089206456,"score_spread":0.2320998755815526,"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."}}