{"id":"W3126803602","doi":"","title":"Machine learning framework for control in classical and quantum domains.","year":2020,"lang":"en","type":"article","venue":"The European Symposium on Artificial Neural Networks","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Control (management); Quantum; Quantum control; Artificial intelligence; Physics; Quantum mechanics","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":[0.001268621,0.0006495688,0.000905089,0.0006280025,0.0005574825,0.001741243,0.001718004,0.001240366,0.006286392],"category_scores_gemma":[0.001780995,0.0002539033,0.0007505468,0.0007262034,0.001665451,0.002211068,0.001331167,0.002258102,0.0011549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178931,"about_ca_system_score_gemma":0.001046675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002476496,"about_ca_topic_score_gemma":0.003526856,"domain_scores_codex":[0.999348,0.0002849563,0.00003306454,0.00009638031,0.000178851,0.00005874471],"domain_scores_gemma":[0.9995465,0.0002124866,0.0000389499,0.00007420025,0.00008457569,0.00004326143],"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":[0.000009837992,0.00001118053,0.00003341045,0.00003137233,0.00001283077,0.0000205713,0.00001990208,0.0201725,0.0002368893,0.9705669,0.001298267,0.007586282],"study_design_scores_gemma":[0.00001013834,0.00001880829,0.00004401061,0.00001962277,0.000007745327,0.00001747717,0.00001093132,0.3090124,0.0001367833,0.6829648,0.007750563,0.000006612085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001979283,0.002483126,0.9750979,0.001479144,0.0002358741,0.00002666338,0.0001243499,0.0001214131,0.01845218],"genre_scores_gemma":[0.5093303,0.003950891,0.451645,0.001083185,0.001228989,0.0004775256,0.000425904,0.0001645189,0.03169357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006286392,"threshold_uncertainty_score":0.02103007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632866230140382,"score_gpt":0.2323063777717775,"score_spread":0.2159777154703737,"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."}}