{"id":"W1990431791","doi":"10.1073/pnas.1221408110","title":"Simple computation of reaction–diffusion processes on point clouds","year":2013,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Reaction–diffusion system; Cartesian coordinate system; Diffusion; Surface (topology); Computation; Simple (philosophy); Differential equation; Generality; Mathematics; Geometry; Mathematical analysis; Physics; Algorithm","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":[0.0004070289,0.0004818488,0.0007967698,0.0005655513,0.0007141631,0.001390657,0.001112846,0.001593414,0.003212096],"category_scores_gemma":[0.001783705,0.0004486679,0.0007676892,0.0006233705,0.0006710312,0.001584048,0.0009360642,0.0009521092,0.000720688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008131991,"about_ca_system_score_gemma":0.0008899728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003509878,"about_ca_topic_score_gemma":0.002303491,"domain_scores_codex":[0.9997899,0.00002451518,0.00001421963,0.00003654852,0.00009733232,0.00003754808],"domain_scores_gemma":[0.9995373,0.0002155665,0.00003775098,0.00007055126,0.00010963,0.00002915821],"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":[0.00005163795,0.0000342457,0.001199148,0.0001198612,0.00002432774,0.0002955917,0.0001445998,0.8494132,0.01715191,0.1128184,0.0009137146,0.01783325],"study_design_scores_gemma":[0.000007629983,0.000007313839,0.0001101599,0.000003767607,0.000002271654,0.00002837449,0.00001973626,0.982338,0.003216914,0.01349773,0.0007618459,0.000006347493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1015354,0.0001507626,0.8897789,0.0001862832,0.00006516319,0.0000668472,0.0001942021,0.000591598,0.00743081],"genre_scores_gemma":[0.689109,0.0003230238,0.3054027,0.00005970921,0.00002864115,0.0001644629,0.0003582457,0.0001982124,0.004355954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003509878,"threshold_uncertainty_score":0.01074553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645874120952007,"score_gpt":0.3004019460164763,"score_spread":0.2639432048069562,"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."}}