{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000135332,0.00007283768,0.00006410958,0.00002672366,0.0001736493,0.0001445264,0.0002117933,0.00003514398,0.00001412221],"category_scores_gemma":[0.000003132386,0.00005977924,0.00002161656,0.0001749866,0.0000402617,0.0003115468,0.00008255395,0.00007619512,0.000006538937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001027411,"about_ca_system_score_gemma":0.000007152194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004276501,"about_ca_topic_score_gemma":0.000009430072,"domain_scores_codex":[0.9993738,0.00003540107,0.0001331925,0.0002276618,0.00007218191,0.000157775],"domain_scores_gemma":[0.9995727,0.00006254312,0.00004385105,0.0002419223,0.00002136674,0.00005760839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001412959,0.00001491826,0.0000501034,5.000809e-7,0.000001899266,2.277751e-7,0.00002929131,0.008956065,0.0008497171,0.7334565,0.0001412048,0.2564982],"study_design_scores_gemma":[0.00003400978,0.000007249138,0.0009321544,0.000001509461,0.000002972466,0.000008480408,0.00001469349,0.9903798,0.0002762453,0.007427986,0.0008366042,0.00007827539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06679689,0.0001253398,0.9285949,0.00334793,0.00008098911,0.0001071066,2.147272e-7,0.0001203464,0.0008263075],"genre_scores_gemma":[0.9841312,0.00001119231,0.01465481,0.0007238988,0.000355226,0.000008247518,9.692413e-7,0.000004529826,0.0001099125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9814237,"threshold_uncertainty_score":0.2437727,"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."}}