{"id":"W4398191606","doi":"10.48550/arxiv.2405.11051","title":"Darboux Transformation of Diffusion Processes","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transformation (genetics); Diffusion; Physics; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009669237,0.0001783216,0.0002220104,0.0001869595,0.00003053266,0.0000380814,0.0008287744,0.0001360495,0.000003625903],"category_scores_gemma":[0.00004681048,0.0001862674,0.00008948808,0.000485235,0.00003659144,0.000243378,0.0008974787,0.0003467734,0.00001998743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007466327,"about_ca_system_score_gemma":0.0001110816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005988039,"about_ca_topic_score_gemma":0.000002115094,"domain_scores_codex":[0.9991037,0.00001390381,0.0002006628,0.0004381774,0.00008486852,0.0001587436],"domain_scores_gemma":[0.9991143,0.0000784851,0.00009472609,0.00052821,0.0001244137,0.00005991323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002217641,0.00002478453,0.000002501655,0.001572993,0.00001353965,0.00001220917,0.0004336366,0.540116,0.0001096024,0.4573316,0.000002202254,0.0003787015],"study_design_scores_gemma":[0.00005471257,0.00001087329,0.000003032899,0.0003289524,0.00001977445,0.00000110792,0.00001581136,0.6072884,0.0006362965,0.3915074,0.00001804211,0.0001156513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08789566,0.0001006782,0.9081447,0.00003958559,0.0002504116,0.0001603012,0.000005555541,0.000315785,0.003087297],"genre_scores_gemma":[0.9897565,0.0001116857,0.01001243,0.000006930255,0.00001952138,9.023204e-7,0.000003325729,0.00001381018,0.0000748454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9018609,"threshold_uncertainty_score":0.7595764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915287767680296,"score_gpt":0.1905657323039935,"score_spread":0.1414128546271906,"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."}}