{"id":"W2001411492","doi":"10.1103/physreve.68.041107","title":"Langevin equation for the Rayleigh model with finite-range interactions","year":2003,"lang":"en","type":"article","venue":"Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Langevin equation; Brownian dynamics; Physics; Brownian motion; Statistical physics; Kinetic theory; Quadratic equation; Nonlinear system; Range (aeronautics); Kinetic energy; Langevin dynamics; Classical mechanics; Mathematical physics; Quantum mechanics; Mathematics; Thermodynamics; Geometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006622926,0.0006429624,0.001113086,0.0005472145,0.0005151223,0.00118112,0.001576563,0.00224135,0.004499119],"category_scores_gemma":[0.001981668,0.0003602494,0.0008312113,0.0005193358,0.001154793,0.001940059,0.001021741,0.002038114,0.0009085464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261742,"about_ca_system_score_gemma":0.001551656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007025162,"about_ca_topic_score_gemma":0.004091803,"domain_scores_codex":[0.999653,0.00007000017,0.00001536923,0.00006254057,0.0001211653,0.00007785512],"domain_scores_gemma":[0.9994723,0.0002179896,0.00009368153,0.00004642855,0.000131291,0.00003837488],"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":[0.00002952084,0.00002424195,0.0005461635,0.00005486111,0.00001878842,0.0002711633,0.0001758134,0.2351315,0.003157825,0.7533684,0.002698,0.004523837],"study_design_scores_gemma":[0.00002509409,0.00001340591,0.0001991326,0.000008987169,0.000006559934,0.0001000863,0.00002083987,0.8946078,0.0002536497,0.1017917,0.002947631,0.00002508651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0862374,0.003222784,0.8347127,0.005011899,0.00050404,0.0001777037,0.001281823,0.0003493843,0.06850225],"genre_scores_gemma":[0.8048562,0.00303176,0.07774344,0.0009274059,0.0004664213,0.0007143139,0.001087354,0.000184317,0.1109889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007025162,"threshold_uncertainty_score":0.01505101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981673195582534,"score_gpt":0.3219678015795159,"score_spread":0.3021510696236906,"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."}}