{"id":"W4393028630","doi":"10.23919/usnc-ursinrsm60317.2024.10464708","title":"Progress Towards Quantum-Enhanced Microwave Remote Sensing and Communication Applications","year":2024,"lang":"en","type":"article","venue":"","topic":"Radio Wave Propagation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Microwave; Computer science; Optoelectronics; Quantum; Electronic engineering; Telecommunications; Materials science; Physics; Engineering","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":[0.00009744446,0.0000949443,0.00009567878,0.00006462669,0.00008184871,0.0000922853,0.00005596051,0.00003611935,0.00000529135],"category_scores_gemma":[0.00000450161,0.00008940826,0.00002036962,0.0001869962,0.0000939256,0.00009098767,0.00003810107,0.0001045765,0.00004501756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005002465,"about_ca_system_score_gemma":0.000008493689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001418198,"about_ca_topic_score_gemma":0.00001977384,"domain_scores_codex":[0.9995248,0.00001465127,0.0001473524,0.0001324986,0.0000705675,0.0001101234],"domain_scores_gemma":[0.9996509,0.00004176647,0.00001004998,0.0002232084,0.00004414203,0.0000299546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[7.709401e-7,0.000001520872,0.000001319666,0.0001367851,0.00004749043,7.248733e-7,0.0005914802,0.0001372913,0.01379841,0.002017947,0.0006715648,0.9825947],"study_design_scores_gemma":[0.0001057788,0.000009203844,0.0001993301,0.000133099,0.00003250685,0.00003057058,0.0004866215,0.8811086,0.08392034,0.008064316,0.0256571,0.0002524665],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008610914,0.01333717,0.9608049,0.000623087,0.00006726371,0.0002767981,0.000002731821,0.0009468031,0.01533037],"genre_scores_gemma":[0.9523244,0.001033474,0.04636655,0.0000222088,0.00003190303,0.000007545123,0.000008357589,0.00002514743,0.0001804582],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9823422,"threshold_uncertainty_score":0.3645963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493594219845423,"score_gpt":0.2623364691869076,"score_spread":0.2474005269884533,"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."}}