{"id":"W2058654665","doi":"10.1063/1.1925268","title":"Transport properties of quantum-classical systems","year":2005,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Quantum; Quantum process; Quantum system; Harmonic oscillator; Operator (biology); Statistical physics; Physics; Quantum algorithm; Quantum operation; Method of quantum characteristics; Quantum mechanics; Quantum dynamics; Chemistry","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":[0.0001716591,0.0001370107,0.0003837439,0.000009959939,0.00004121418,0.000007107499,0.0002849346,0.00002976928,0.00002454952],"category_scores_gemma":[0.000007014409,0.00007538994,0.0002064338,0.0001005932,0.0002249568,0.0001144644,0.00002701748,0.0003229483,0.000005097113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002460031,"about_ca_system_score_gemma":0.00003913109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001772119,"about_ca_topic_score_gemma":5.136163e-8,"domain_scores_codex":[0.998921,0.00002864279,0.0004897775,0.00006720792,0.0003067451,0.0001865965],"domain_scores_gemma":[0.9992453,0.00008287709,0.0003333508,0.0001350366,0.0001389215,0.0000644822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001970601,0.0003547488,0.0005203948,0.00003778751,0.0002126189,3.525056e-7,0.0005679972,0.0002986588,0.977232,0.01840521,0.001020611,0.001152613],"study_design_scores_gemma":[0.0004021008,0.00005478905,0.00003139599,0.0001083393,0.0001347713,0.000004241826,0.0002732925,0.001065742,0.9923441,0.004068354,0.001405741,0.0001071126],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951613,0.0006287365,0.002384899,0.0005201058,0.00008311755,0.00006424732,0.000007321687,0.000006394774,0.00114389],"genre_scores_gemma":[0.9983506,0.00001436828,0.00006748325,0.00002285536,0.001499362,0.000001785873,0.000001017391,0.0000120256,0.00003048265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01511217,"threshold_uncertainty_score":0.3074313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01958270588497435,"score_gpt":0.2374033985643885,"score_spread":0.2178206926794141,"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."}}