{"id":"W7053289017","doi":"","title":"Uncertainty in recurrent neural network with dropout","year":2020,"lang":"en","type":"other","venue":"Aaltodoc (Aalto University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Dropout (neural networks); Recurrent neural network; Artificial neural network; Bayesian probability; Monte Carlo method; Particle filter; Bayesian network; Bayesian inference","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002337867,0.0002593622,0.0002783684,0.0002193145,0.00003526857,0.0000174052,0.0003070914,0.0001554846,0.0005387198],"category_scores_gemma":[0.000001823846,0.000267126,0.00005370788,0.0007904042,0.00004765741,0.0000459473,0.00004852812,0.0003546372,0.0001765688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000146564,"about_ca_system_score_gemma":0.00004508747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002750995,"about_ca_topic_score_gemma":0.001445813,"domain_scores_codex":[0.9991431,0.00003227042,0.0001022968,0.0002950356,0.0001176781,0.0003095944],"domain_scores_gemma":[0.9995074,0.00002416826,0.00004795866,0.0002676361,0.000009724986,0.0001431185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002652582,0.00002578712,0.0002739666,0.0001149522,0.00008480686,0.0002108861,0.00007897504,0.03311823,0.00000905556,0.004142052,0.9599891,0.001925665],"study_design_scores_gemma":[0.000416036,0.00003520968,0.00005005892,0.0001413019,0.00003907465,0.000002154037,0.00004275489,0.01019381,0.000002861798,0.00002120402,0.9887294,0.0003261872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002718902,0.0003656263,0.001478028,0.000258464,0.000283281,0.0005517667,0.00008790665,0.001050705,0.9956523],"genre_scores_gemma":[0.04223154,0.001720248,0.002442402,0.0003171877,0.001220333,0.00001421861,0.0004671316,0.001072718,0.9505142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04513811,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009897619765434754,"score_gpt":0.1774952114350064,"score_spread":0.1675975916695717,"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."}}