{"id":"W2900694695","doi":"10.1088/1751-8121/ab1fcc","title":"Péclet number governs transition to acceleratory restart in drift-diffusion","year":2019,"lang":"en","type":"article","venue":"Journal of Physics A Mathematical and Theoretical","topic":"Diffusion and Search Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation","keywords":"Diffusion; Statistical physics; Diffusion process; Process (computing); Phase transition; Advection; Speedup; Transition point; Mechanics; Mathematics; Physics; Computer science; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005841684,0.0002085869,0.0004707876,0.0006245238,0.0005891594,0.001284304,0.0005142907,0.0007410311,0.002186554],"category_scores_gemma":[0.003306116,0.0002476951,0.0004113394,0.0002096915,0.001368967,0.001202222,0.0007451021,0.0007999082,0.000242576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008263317,"about_ca_system_score_gemma":0.0004289723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008123565,"about_ca_topic_score_gemma":0.0003615516,"domain_scores_codex":[0.9998255,0.00002797739,0.0000109643,0.00003669736,0.00003314868,0.00006566],"domain_scores_gemma":[0.9983202,0.0009043086,0.0003564676,0.0000964628,0.000107454,0.000215164],"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":[0.0008430556,0.0006283034,0.008210819,0.0003408001,0.00006974053,0.001427433,0.0009328999,0.2139641,0.2519374,0.4977453,0.002939336,0.02096076],"study_design_scores_gemma":[0.00007329854,0.0002293112,0.00622066,0.00004594865,0.00002492854,0.0002817739,0.0001240099,0.8645301,0.03458188,0.09235177,0.001446103,0.00009019392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338664,0.0006218117,0.05764194,0.0004603514,0.00008722772,0.00004504763,0.0000774093,0.0002263272,0.006973465],"genre_scores_gemma":[0.9974943,0.0001282457,0.001598545,0.00004030194,0.00001303961,0.00001848892,0.00001828551,0.00002151129,0.0006672326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002186554,"threshold_uncertainty_score":0.007314801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005081367023258071,"score_gpt":0.2513366268929546,"score_spread":0.2462552598696965,"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."}}