{"id":"W4408129361","doi":"10.1016/j.aop.2025.169981","title":"Quantum systems coupled to environments via mean field interactions","year":2025,"lang":"en","type":"article","venue":"Annals of Physics","topic":"Quantum Information and Cryptography","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Physics; Quantum; Field (mathematics); Statistical physics; Quantum electrodynamics; 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":[0.00009321169,0.00007589973,0.0001200672,0.00009436503,0.00005970056,0.00005253123,0.0003826317,0.0000211216,0.000006830929],"category_scores_gemma":[0.00001220545,0.00007409167,0.00008135863,0.000398601,0.00001371472,0.0003902402,0.0001024086,0.0000645643,0.00007962792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004975258,"about_ca_system_score_gemma":0.00001544363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005547642,"about_ca_topic_score_gemma":0.000002198672,"domain_scores_codex":[0.9993539,0.00001964875,0.0002242482,0.0001145705,0.0001591389,0.0001285154],"domain_scores_gemma":[0.9993699,0.00006435427,0.00008728186,0.0003594494,0.0000685571,0.00005048663],"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":[0.00001166014,0.0001803589,0.0001528809,0.00005043962,0.00008574627,6.044575e-7,0.001216249,0.001549298,0.005261554,0.9389588,0.02859822,0.02393418],"study_design_scores_gemma":[0.000378219,0.000313045,0.001581828,0.0002145202,0.00001646284,0.000001439815,0.0004245561,0.7269542,0.1160845,0.04926584,0.1043759,0.0003894689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01770785,0.00003145852,0.9766937,0.001957791,0.0005145064,0.0001204978,0.000002441126,0.00003723033,0.002934457],"genre_scores_gemma":[0.9957325,0.00001629049,0.000518999,0.003519193,0.00002541787,0.00001402222,0.000002403612,0.000002392083,0.0001688232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9780246,"threshold_uncertainty_score":0.302137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082346861847919,"score_gpt":0.3033356434319356,"score_spread":0.2725121748134565,"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."}}