{"id":"W647045934","doi":"10.1007/0-387-29485-6","title":"Methods and Procedures for the Verification and Validation of Artificial Neural Networks","year":2006,"lang":"en","type":"book","venue":"Kluwer Academic Publishers eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Goddard Space Flight Center; McGill University; Ames Research Center; National Aeronautics and Space Administration","keywords":"Artificial neural network; Computer science; Artificial intelligence; Machine learning; Time delay neural network; Probabilistic neural network; Data mining","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01278945,0.002343379,0.001944043,0.004627998,0.001950164,0.004536644,0.004870249,0.003065407,0.008900288],"category_scores_gemma":[0.05745404,0.001903591,0.00401031,0.002652304,0.006627094,0.004679013,0.004301822,0.006269775,0.004708996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001989241,"about_ca_system_score_gemma":0.003277756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002132879,"about_ca_topic_score_gemma":0.001585327,"domain_scores_codex":[0.9798172,0.005196373,0.002388142,0.002260297,0.009826216,0.0005117459],"domain_scores_gemma":[0.9666595,0.02063313,0.001539637,0.005972262,0.004969875,0.0002256773],"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":[0.0001884822,0.0001318844,0.0009014558,0.001674221,0.0002657781,0.0004940087,0.000642935,0.04849914,0.01529766,0.4877114,0.01001516,0.4341778],"study_design_scores_gemma":[0.0001039143,0.0001394791,0.0008288933,0.0008367231,0.0001457008,0.0007304139,0.0001302868,0.2230478,0.03449687,0.6599203,0.07943277,0.0001867364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005008203,0.0006452931,0.9948992,0.00009037465,0.0001002053,0.0001070111,0.00009616654,0.0009843223,0.002576572],"genre_scores_gemma":[0.02100894,0.001452076,0.9714671,0.0001481608,0.0001536075,0.0005904966,0.0004917339,0.000707187,0.003980615],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01278945,"threshold_uncertainty_score":0.06763786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03046573591686695,"score_gpt":0.3087758475087604,"score_spread":0.2783101115918934,"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."}}