{"id":"W4210493770","doi":"10.1364/nlo.2021.nth1a.3","title":"Neuromorphic computing device using optical shock waves","year":2021,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Neuromorphic engineering; Computer science; Reservoir computing; Optical computing; Shock wave; Nonlinear system; Scheme (mathematics); Artificial intelligence; Electronic engineering; Optics; Artificial neural network; Physics; Engineering; Mathematics","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":[0.0001866931,0.0001550585,0.000197824,0.0000420131,0.0002925298,0.0004093514,0.00064424,0.00005624148,0.00002244319],"category_scores_gemma":[0.0000472853,0.0001323853,0.00009404507,0.0006393834,0.00003279544,0.0002598551,0.001281196,0.0002514584,0.00002487845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002106619,"about_ca_system_score_gemma":0.00009393614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001181058,"about_ca_topic_score_gemma":0.000004478007,"domain_scores_codex":[0.9983447,0.0001040926,0.0002786901,0.0005266768,0.0002818531,0.0004639471],"domain_scores_gemma":[0.9989228,0.0002473666,0.00005743004,0.0004827075,0.0001350367,0.0001546612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009923882,0.0004825893,0.005292452,0.0002198193,0.0001360459,0.006071055,0.000597769,0.4302595,0.09909122,0.2962666,0.002314724,0.1592584],"study_design_scores_gemma":[0.0001335893,0.00001955022,0.0008854498,0.00004735482,0.000004417115,0.0004852144,0.00001673507,0.9906886,0.006465383,0.0005094397,0.0005565541,0.0001877445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3744122,0.0001893695,0.6205813,0.001336506,0.0006030147,0.00004810464,1.050237e-7,0.0002041662,0.002625133],"genre_scores_gemma":[0.7920505,0.000005091043,0.2065635,0.0009887615,0.0002159474,1.927283e-7,7.477981e-7,0.00001020013,0.000165057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5604291,"threshold_uncertainty_score":0.5398515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06175911612460085,"score_gpt":0.27469168900797,"score_spread":0.2129325728833691,"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."}}