{"id":"W2040416019","doi":"10.1142/s0218202511400021","title":"PREDICTING PATTERN FORMATION IN PARTICLE INTERACTIONS","year":2011,"lang":"en","type":"article","venue":"Mathematical Models and Methods in Applied Sciences","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pairwise comparison; Dimension (graph theory); Manifold (fluid mechanics); Statistical physics; Stability (learning theory); Particle system; Statistical mechanics; Inverse; Particle (ecology); Space (punctuation); Zero (linguistics); Instability; Mathematics; Physics; Classical mechanics; Computer science; Pure mathematics; Geometry; Mechanics; Geology","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":[0.0003062472,0.0002337963,0.0003032265,0.0008871454,0.0003840152,0.0006387018,0.0003828006,0.0007668933,0.0007353222],"category_scores_gemma":[0.002605855,0.0002868814,0.0002634015,0.0002948497,0.0005355516,0.0007708563,0.0004585631,0.0002686798,0.0001494556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005911255,"about_ca_system_score_gemma":0.0003475058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003163052,"about_ca_topic_score_gemma":0.002531902,"domain_scores_codex":[0.9999061,0.00002500008,0.00000662625,0.00002574196,0.00001844542,0.00001804565],"domain_scores_gemma":[0.9990184,0.0005196887,0.0002077925,0.00006336571,0.00009832138,0.00009235884],"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":[0.00008925906,0.0000500213,0.03247502,0.00007533029,0.00005350568,0.0002828244,0.0001332906,0.9243932,0.01154433,0.01869586,0.0007583778,0.01144897],"study_design_scores_gemma":[0.000002554032,0.000005054495,0.00111888,0.000001313783,0.000001641689,0.00001199214,0.000009902131,0.9954052,0.0004987214,0.002886925,0.0000549139,0.000002889461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922573,0.0001001514,0.07503432,0.0002026851,0.00001117307,0.0000241724,0.00007835488,0.0001358945,0.001840188],"genre_scores_gemma":[0.9938821,0.00003077593,0.005683739,0.00001247594,0.000005206987,0.00001389007,0.00004257041,0.00001210437,0.0003172591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003163052,"threshold_uncertainty_score":0.006289244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282546027302321,"score_gpt":0.3810529220007922,"score_spread":0.2527983192705602,"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."}}