{"id":"W4401757229","doi":"10.1109/qcnc62729.2024.00048","title":"Artificial Neural Networks for Quantum Sensing: Metrologically Resourceful State Detection","year":2024,"lang":"en","type":"article","venue":"","topic":"Quantum Information and Cryptography","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Artificial neural network; Computer science; State (computer science); Artificial intelligence; Algorithm","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":[0.001358281,0.0004595076,0.0004803682,0.0005051856,0.0002752649,0.001035998,0.000763165,0.001036666,0.0007826243],"category_scores_gemma":[0.003579017,0.0002112417,0.000279538,0.0004980345,0.000734296,0.001049802,0.0006722141,0.00125494,0.0001432838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006143964,"about_ca_system_score_gemma":0.0004557293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362011,"about_ca_topic_score_gemma":0.001091667,"domain_scores_codex":[0.9994779,0.0001965673,0.00003101584,0.0001099052,0.0001480791,0.00003656379],"domain_scores_gemma":[0.9987341,0.0007471712,0.0001430301,0.0001118548,0.0002369464,0.00002697689],"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":[0.0002080254,0.0001240115,0.002688392,0.0003311486,0.0001630343,0.0001226165,0.0001013719,0.616229,0.01726769,0.09029807,0.002320778,0.2701458],"study_design_scores_gemma":[0.000002262326,0.00001606919,0.0001923684,0.0000147318,0.000007926806,0.00001397874,0.000005211814,0.9867522,0.001889521,0.01057838,0.0005200913,0.000007217934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04656716,0.00439433,0.9414153,0.001475736,0.0001972936,0.00004359946,0.00007520978,0.0004311798,0.005400215],"genre_scores_gemma":[0.869741,0.002352646,0.1240625,0.0003675902,0.0001646314,0.0000869618,0.00009813643,0.00003601462,0.003090548],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001362011,"threshold_uncertainty_score":0.007183373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100402388636123,"score_gpt":0.247347661976684,"score_spread":0.2263436380903227,"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."}}