{"id":"W1973521074","doi":"10.1111/1467-8659.00526","title":"Modeling Stochastic Dynamical Systems for Interactive Simulation","year":2001,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Animation; Computer graphics (images); Candle; Markov chain; Particle system; Computer graphics; Graphics; Generator (circuit theory); State (computer science); Simulation; Algorithm; Machine learning","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":[0.001332988,0.001407866,0.001075679,0.0009464867,0.0005213221,0.001614554,0.001419982,0.001434275,0.01081729],"category_scores_gemma":[0.005964539,0.0006300453,0.001416887,0.001023907,0.001317853,0.001994859,0.002007764,0.002717568,0.001823223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048042,"about_ca_system_score_gemma":0.001083333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00326074,"about_ca_topic_score_gemma":0.002570825,"domain_scores_codex":[0.9990979,0.0003859029,0.00006800518,0.0001129625,0.0002868884,0.00004828631],"domain_scores_gemma":[0.9979281,0.001461944,0.000162058,0.000215881,0.0001570518,0.00007495449],"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":[0.00002382406,0.00003606453,0.0004626784,0.0002402032,0.00007058364,0.0001038519,0.0001701828,0.4864853,0.001133684,0.473586,0.004615142,0.03307235],"study_design_scores_gemma":[0.00001571829,0.00001374926,0.00006780864,0.00003066483,0.00001159832,0.00003954972,0.00001718639,0.8016832,0.0003067903,0.1784838,0.01931616,0.00001367493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001072387,0.0007168603,0.9937584,0.0003644691,0.00006318531,0.00004267999,0.0001256196,0.0005751259,0.00328124],"genre_scores_gemma":[0.1465436,0.004977997,0.8360606,0.0002991824,0.0004221793,0.001277312,0.001014463,0.0005282692,0.008876254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01081729,"threshold_uncertainty_score":0.03618741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547475225362873,"score_gpt":0.2749072940043674,"score_spread":0.2494325417507387,"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."}}