{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001438413,0.0001985648,0.0002718295,0.0004978552,0.00003014805,0.00001730115,0.0002947933,0.0001006416,0.01794717],"category_scores_gemma":[0.00002624665,0.0001810113,0.0001302056,0.0003858778,0.0001041042,0.00007690695,0.0001319472,0.0001852996,0.0005146437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001626264,"about_ca_system_score_gemma":0.00004442158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002788046,"about_ca_topic_score_gemma":0.000003920391,"domain_scores_codex":[0.9987572,0.000025178,0.0002096391,0.0002529258,0.0004038086,0.0003512569],"domain_scores_gemma":[0.9992066,0.00004544024,0.0001569501,0.0004428684,0.000007614199,0.0001405542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001296407,0.0007093293,0.03437747,0.0002031719,0.0003104338,0.000003081181,0.0002375599,0.0008961107,0.00004456504,0.006968741,0.8548194,0.1014172],"study_design_scores_gemma":[0.0001560586,0.00001364723,0.0001554562,0.00002734924,0.00003876387,1.097968e-7,0.0001022565,0.001175148,0.00001222521,0.0007828113,0.9972709,0.0002652701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003960658,0.002753295,0.02236243,0.000005731867,0.0004721069,0.0001567422,0.0002713384,0.00002324858,0.973559],"genre_scores_gemma":[0.02025651,0.001043065,0.003085413,0.000002953382,0.0003889117,0.0000154768,0.0002212705,0.0002275277,0.9747589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1424515,"threshold_uncertainty_score":0.9829506,"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."}}