{"id":"W4414768797","doi":"10.1103/5y2q-jzgx","title":"Thermal state preparation by repeated interactions at and beyond the Lindblad limit","year":2025,"lang":"en","type":"article","venue":"Physical Review Research","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Thermalisation; Thermal; Limit (mathematics); Set (abstract data type); Focus (optics); State (computer science); Thermal state; Dynamics (music)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003407866,0.0001015271,0.000182969,0.00002065775,0.000325554,0.0000486204,0.000150226,0.000009083671,0.0001064572],"category_scores_gemma":[0.00008024152,0.00006576764,0.00005754582,0.0002779538,0.0001021208,0.00007210693,0.0002070735,0.0003812874,0.00004837098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004029828,"about_ca_system_score_gemma":0.00003332242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002988231,"about_ca_topic_score_gemma":0.000005918848,"domain_scores_codex":[0.9988713,0.0002344712,0.0001809413,0.0002478695,0.0002172889,0.0002481595],"domain_scores_gemma":[0.9987727,0.0006944314,0.00004376607,0.0002773226,0.0001452666,0.000066503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008566172,0.0003318665,0.0000823904,0.0002320835,0.0001300618,0.000001093267,0.0002044492,0.0000338574,0.02127206,0.6103436,0.01130552,0.3559774],"study_design_scores_gemma":[0.0004801321,0.0002326125,0.0003345564,0.0007420233,0.00009859607,4.749861e-7,0.00009245515,0.1362843,0.005516364,0.7020424,0.1538555,0.0003206445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6856537,0.02719481,0.09502673,0.01916942,0.0003358773,0.004997041,0.0007818004,0.0001092522,0.1667313],"genre_scores_gemma":[0.9939966,0.001363385,0.00007394534,0.0002246099,0.00005951131,0.0001783141,0.00006182489,0.00001138913,0.004030485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3556567,"threshold_uncertainty_score":0.2681926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643715705273579,"score_gpt":0.4326769943063421,"score_spread":0.4062398372536063,"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."}}