{"id":"W7029257954","doi":"","title":"Individual-Based Modeling and Nonlinear Analysis for Complex Systems with Application to Theoretical Ecology","year":2014,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Compute Canada","keywords":"Ectotherm; Field (mathematics); Work (physics); Context (archaeology); Noise (video); Stability (learning theory)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008650842,0.001030563,0.0009420145,0.001165994,0.0006242507,0.001119377,0.0009263614,0.001226489,0.00296376],"category_scores_gemma":[0.002752988,0.0004064552,0.001329153,0.001250859,0.001473989,0.001456397,0.001563549,0.002485067,0.0008144869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009385291,"about_ca_system_score_gemma":0.0008035922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004047766,"about_ca_topic_score_gemma":0.002488919,"domain_scores_codex":[0.9996551,0.0001611541,0.00001912852,0.00005830246,0.00008535682,0.0000209131],"domain_scores_gemma":[0.9991001,0.0006222457,0.00009241203,0.0000625532,0.00008258126,0.00004017839],"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":[0.00001381525,0.00003078482,0.0006502473,0.0001858711,0.0000733243,0.0001259412,0.0001820002,0.5249395,0.001298356,0.4352294,0.003478622,0.03379221],"study_design_scores_gemma":[0.000002249426,0.000006694628,0.0000805017,0.00001454023,0.000005423383,0.00002337136,0.000008438859,0.8940989,0.00008819823,0.1020725,0.0035904,0.000008851594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001928624,0.002478517,0.9904337,0.0005069798,0.0001428027,0.00002140019,0.00003750556,0.0001113077,0.004339161],"genre_scores_gemma":[0.2613773,0.01282165,0.7042993,0.0005057913,0.001233435,0.0007135944,0.0002910479,0.0003623612,0.01839546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004047766,"threshold_uncertainty_score":0.009914756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379920286986742,"score_gpt":0.228814275212105,"score_spread":0.2150150723422376,"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."}}