{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000755525,0.000245048,0.0002673488,0.00004439272,0.0003976796,0.000298376,0.0007361366,0.00005620699,0.000001317182],"category_scores_gemma":[0.0001236441,0.0001696263,0.000100564,0.0003339661,0.0001090582,0.00007313758,0.0002699473,0.001006972,0.00001217301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009954148,"about_ca_system_score_gemma":0.00000800956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003471203,"about_ca_topic_score_gemma":0.000002279261,"domain_scores_codex":[0.9974769,0.0009378258,0.0003569143,0.0005582632,0.0001912431,0.0004788464],"domain_scores_gemma":[0.998394,0.0009820519,0.0001280221,0.0002993617,0.00002226101,0.0001743171],"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":[0.0002326285,0.00005204989,0.0001846917,0.000009309745,0.0000142746,0.00007454359,0.001143497,0.8133324,0.0005018845,0.08920155,0.0001882587,0.09506487],"study_design_scores_gemma":[0.0004106055,0.0005120394,0.0004986079,0.00003042106,0.000007170648,0.00001042851,0.00001174727,0.9922335,0.00001536487,0.003892421,0.002172218,0.0002054743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03951679,0.0001853464,0.9047883,0.05389201,0.0005548924,0.0004348937,0.000003432225,0.0002952422,0.0003291172],"genre_scores_gemma":[0.9901189,0.0000164761,0.001906649,0.006494918,0.001407183,0.000005855946,0.000002536171,0.00003820847,0.00000927683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9506021,"threshold_uncertainty_score":0.6917158,"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."}}