{"id":"W2059544690","doi":"10.1023/a:1012493731621","title":"Positive Commutator Method in Nonequilibrium Statistical Mechanics","year":2001,"lang":"en","type":"article","venue":"Letters in Mathematical Physics","topic":"Spectral Theory in Mathematical Physics","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Property (philosophy); Non-equilibrium thermodynamics; Complex system; Infinity; Quantum; Statistical mechanics; Mathematics; Zero (linguistics); Quantum system; Statistical physics; State (computer science); Physics; Theoretical physics; Quantum mechanics; Mathematical physics; Pure mathematics; Mathematical analysis; Computer science; Philosophy","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":[0.001496172,0.0005890483,0.001229584,0.000164885,0.00007092925,0.00009017229,0.0007207995,0.0002052744,0.0003489741],"category_scores_gemma":[0.001267528,0.0005576754,0.0002109204,0.0009632627,0.0002179423,0.000349457,0.0002617291,0.001088566,0.0003546457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003702402,"about_ca_system_score_gemma":0.00004017999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001269209,"about_ca_topic_score_gemma":0.00001084022,"domain_scores_codex":[0.9955945,0.0006335764,0.001240908,0.0006582867,0.0008113431,0.001061411],"domain_scores_gemma":[0.9913557,0.007185789,0.0002308313,0.0009506023,0.00005974052,0.0002172965],"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":[0.00008347317,0.001412774,0.00010249,0.0002919186,0.00004562331,0.0003134315,0.001506597,0.0002574696,0.005180719,0.9895884,0.0004266511,0.0007904582],"study_design_scores_gemma":[0.0009334905,0.00006875086,0.00008973805,0.000346684,0.00004312117,0.00005561524,0.0002088341,0.04794645,0.001494098,0.9482137,0.00001893948,0.0005805678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1317421,0.00000799993,0.858412,0.00153279,0.000104411,0.0008275951,0.00002843171,0.0001739559,0.007170739],"genre_scores_gemma":[0.4860279,0.000006303021,0.5113388,0.001908291,0.0002919033,0.0001451438,0.00002058847,0.0002019883,0.0000590921],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3542858,"threshold_uncertainty_score":0.9996875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415632448157063,"score_gpt":0.3470862583060862,"score_spread":0.3129299338245156,"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."}}