{"id":"W3157476414","doi":"10.22331/q-2022-01-03-616","title":"Dynamics of Open Quantum Systems II, Markovian Approximation","year":2022,"lang":"lv","type":"article","venue":"Quantum","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Semigroup; Propagator; Master equation; Lindblad equation; Lambda; Markov process; Quantum; Thermal reservoir; Exponential decay; Generator (circuit theory); Exponential function; Quantum master equation; Mathematics; Trace distance; Statistical physics; Coupling (piping); Physics; Mathematical physics; Quantum mechanics; Mathematical analysis; Quantum state","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006104735,0.0003536456,0.0007118335,0.0001087378,0.000866784,0.0001545548,0.00113827,0.00007232952,0.0006938259],"category_scores_gemma":[0.00002219304,0.0003917117,0.0001655662,0.0004231028,0.00007761124,0.0002230161,0.00166964,0.0005374146,0.00001936028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097005,"about_ca_system_score_gemma":0.0002134802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008952396,"about_ca_topic_score_gemma":0.00001325709,"domain_scores_codex":[0.9972264,0.0003057074,0.000870475,0.0005568468,0.0005066706,0.0005339039],"domain_scores_gemma":[0.9981132,0.000163446,0.0007513658,0.0006764698,0.0001341479,0.0001614081],"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":[0.0001473148,0.0008726685,0.00007296688,0.0001435465,0.0001352728,0.000006453286,0.0003082571,0.005131768,0.0002712397,0.9858379,0.0002247938,0.00684783],"study_design_scores_gemma":[0.0005492785,0.0006474276,0.00002591296,0.00005246537,0.00006270166,0.000002559763,0.003197871,0.6840191,0.00001012638,0.3087965,0.002330769,0.0003052962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08774959,0.0004236584,0.8890305,0.000810551,0.003125271,0.002158845,0.01035642,0.00004273178,0.006302459],"genre_scores_gemma":[0.9959053,0.00001552058,0.0009334235,0.00002646486,0.0001127086,0.0002079704,0.001264758,0.00008024481,0.001453641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9081557,"threshold_uncertainty_score":0.9998535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689166901009021,"score_gpt":0.271961100412936,"score_spread":0.2550694314028458,"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."}}