{"id":"W2029664861","doi":"10.1103/physreve.84.061139","title":"Effectiveness of mixing in violent relaxation","year":2011,"lang":"en","type":"article","venue":"Physical Review E","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Relaxation (psychology); Vlasov equation; Physics; Statistical physics; Coupling (piping); Phase space; Plasma; Mixing (physics); Phase (matter); Classical mechanics; Field (mathematics); Mathematics; Quantum mechanics; Materials science","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":[0.0001501969,0.00006095314,0.0002178513,0.00001128767,0.000008065384,0.000001788334,0.00005502649,0.000005308076,0.0001266041],"category_scores_gemma":[0.00002559366,0.00004890107,0.00005481397,0.000101539,0.00001026366,0.0000302882,0.00002003118,0.00006030106,0.00003222028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008675598,"about_ca_system_score_gemma":0.000007428797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001016865,"about_ca_topic_score_gemma":7.30049e-8,"domain_scores_codex":[0.9995212,0.00007943247,0.0001342861,0.0001032665,0.0000695493,0.00009229351],"domain_scores_gemma":[0.999681,0.0001104975,0.00005925044,0.00009733147,0.00002288946,0.00002904066],"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":[0.00000871665,0.000194723,0.002042657,0.0005547262,0.000008917128,3.473375e-7,0.00003123521,7.235413e-7,0.001527009,0.9618714,0.000007620096,0.03375191],"study_design_scores_gemma":[0.0006516677,0.0002243324,0.07281957,0.009359282,0.0001030418,1.609078e-7,0.00001984881,0.004402289,0.0244222,0.8874208,0.0003022254,0.0002746177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8790013,0.002226779,0.09534784,0.00002258206,0.000153148,0.0007640616,0.00002338912,0.00001588151,0.02244498],"genre_scores_gemma":[0.9995654,0.0001054993,0.0002435661,0.00001020775,0.00002635845,0.00003581373,0.000005895997,0.000005387564,0.0000018471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205641,"threshold_uncertainty_score":0.1994128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271114818042261,"score_gpt":0.3016202902312655,"score_spread":0.2789091420508429,"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."}}