{"id":"W4411950244","doi":"10.23919/aces66556.2025.11052493","title":"HPC-Driven Modeling with ML-Based Surrogates for Magnon-Photon Dynamics in Hybrid Quantum System","year":2025,"lang":"en","type":"article","venue":"","topic":"Quantum, superfluid, helium dynamics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Photon; Quantum; Magnon; Physics; Dynamics (music); Computer science; Statistical physics; Quantum mechanics; Ferromagnetism","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002278025,0.0003310794,0.0004542542,0.0002435467,0.0001323257,0.00009770389,0.0003011084,0.00005872973,0.00002790846],"category_scores_gemma":[0.000006602778,0.0002947867,0.0001437091,0.0003263103,0.00004305303,0.0001583484,0.00005862171,0.0002111123,0.00001328859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003822889,"about_ca_system_score_gemma":0.0003086038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935232,"about_ca_topic_score_gemma":0.001251546,"domain_scores_codex":[0.998247,0.00004965943,0.0004861079,0.0005175017,0.0001763219,0.0005233667],"domain_scores_gemma":[0.9990233,0.0002043468,0.000073332,0.000445553,0.0001733088,0.00008012595],"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":[0.0002044838,0.0002396899,0.1166622,0.0004925535,0.0001043555,0.000006555995,0.00004798742,0.1992656,0.0001555167,0.6822496,0.00006862843,0.0005028826],"study_design_scores_gemma":[0.00173997,0.00009004237,0.00007342411,0.0003723195,0.00005565395,7.507723e-7,0.001728385,0.9924601,0.0006393875,0.002480011,0.00002907926,0.0003308743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5085461,0.00001670338,0.4875103,0.0001420638,0.0001341678,0.0006006745,0.0001524124,0.00009213677,0.00280546],"genre_scores_gemma":[0.9937879,0.000001080782,0.005189867,0.00005119112,0.00004597825,0.0002650152,0.0003627952,0.00005594016,0.0002401585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7931945,"threshold_uncertainty_score":0.9999504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006438723398902922,"score_gpt":0.2288767413968953,"score_spread":0.2224380179979924,"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."}}