{"id":"W3040199873","doi":"10.1063/5.0020553","title":"Molecular theory of Langevin dynamics for active self-diffusiophoretic colloids","year":2020,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds De La Recherche Scientifique - FNRS","keywords":"Langevin dynamics; Colloid; Langevin equation; Classical mechanics; Non-equilibrium thermodynamics; Colloidal particle; Physics; Dynamics (music); Brownian dynamics; Statistical physics; Brownian motion; Mechanics; Chemistry; Thermodynamics; Physical chemistry; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005657406,0.0005900695,0.0008516131,0.000711004,0.0006225369,0.001364953,0.001567632,0.001455141,0.002656256],"category_scores_gemma":[0.001047926,0.0004016765,0.0007397759,0.0005019148,0.00165925,0.001799125,0.0008109454,0.001500376,0.0005987609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594128,"about_ca_system_score_gemma":0.001103563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002366142,"about_ca_topic_score_gemma":0.001234678,"domain_scores_codex":[0.9997796,0.00004309789,0.000008628074,0.00002743035,0.0001051338,0.00003616999],"domain_scores_gemma":[0.9997186,0.0001011831,0.00003225314,0.0000365401,0.00007653639,0.0000348433],"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":[0.000007315467,0.0000151403,0.00007648109,0.00003191166,0.00000761985,0.00005425287,0.00005249896,0.1130135,0.002100977,0.8828589,0.0004755475,0.001305819],"study_design_scores_gemma":[0.0000109927,0.00001113662,0.00007995937,0.000007873822,0.000003186404,0.00002249659,0.00000958334,0.8706536,0.000257518,0.1270729,0.001856724,0.00001406197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06598412,0.003018853,0.8814868,0.002318192,0.000635729,0.0001090984,0.000251927,0.0002884963,0.04590683],"genre_scores_gemma":[0.8625796,0.004076844,0.08694252,0.000800521,0.0004893039,0.0005324768,0.000320367,0.0002045814,0.04405375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002656256,"threshold_uncertainty_score":0.01156622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007680518451825409,"score_gpt":0.2197690016421619,"score_spread":0.2120884831903365,"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."}}