{"id":"W4255153259","doi":"10.1002/9780470057339.vnn154","title":"Dynamic Modeling","year":2012,"lang":"en","type":"other","venue":"Encyclopedia of Environmetrics","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Inference; Nonlinear system; Representation (politics); Key (lock); Stochastic differential equation; System dynamics; Applied mathematics; Mathematics; Artificial intelligence; Physics","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":[0.001466252,0.001502363,0.0009973324,0.001671265,0.0009385295,0.004718192,0.002745312,0.001738277,0.04463087],"category_scores_gemma":[0.004287632,0.0004494512,0.001532752,0.001863397,0.001162729,0.003865191,0.002925096,0.001753055,0.01129422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002036322,"about_ca_system_score_gemma":0.002444054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00901512,"about_ca_topic_score_gemma":0.004033033,"domain_scores_codex":[0.9985936,0.0003489994,0.00009110959,0.000375683,0.0004658873,0.0001247281],"domain_scores_gemma":[0.998385,0.0005486115,0.0001483336,0.0003366212,0.0004952071,0.00008624601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004083994,0.00004646274,0.00082983,0.0002402519,0.00006521837,0.0001723551,0.000125272,0.1599728,0.0006258005,0.7125773,0.04381831,0.08148558],"study_design_scores_gemma":[0.00002714508,0.00002686629,0.0003567519,0.0001916025,0.00003674846,0.0001517915,0.00009191859,0.3439171,0.000752632,0.3441522,0.3102488,0.00004644235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00337235,0.002645568,0.7951936,0.003407623,0.0007159328,0.00025348,0.005195086,0.002328368,0.186888],"genre_scores_gemma":[0.375919,0.01379749,0.3541062,0.00196908,0.001398099,0.001383182,0.02283125,0.002059106,0.2265367],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04463087,"threshold_uncertainty_score":0.1493051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082721058541415,"score_gpt":0.2501526770069217,"score_spread":0.2393254664215076,"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."}}