{"id":"W2085196408","doi":"10.1007/s10441-013-9202-8","title":"A General Method for Modeling Population Dynamics and Its Applications","year":2013,"lang":"en","type":"article","venue":"Acta Biotheoretica","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Population; Nutrient; Biology; Population growth; Reproduction; Ecology; Extinction (optical mineralogy); Asexual reproduction; Life history theory; Demography; Life history","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":[],"consensus_categories":[],"category_scores_codex":[0.0001085569,0.0001010321,0.00008445305,0.00002924816,0.00008837798,0.00002973645,0.0000901709,0.0001317556,0.00002205197],"category_scores_gemma":[0.00005188834,0.00009786707,0.00004335217,0.00004422915,0.00002995954,0.000003675682,0.00004960315,0.00003630057,0.000004365232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001297131,"about_ca_system_score_gemma":0.00001490937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002482868,"about_ca_topic_score_gemma":0.00002480785,"domain_scores_codex":[0.9993616,0.00002735567,0.0001427642,0.0002552488,0.00005044409,0.0001625828],"domain_scores_gemma":[0.9995965,0.00001630529,0.00003775927,0.0001846911,0.00009216209,0.00007251637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004181885,0.00006945892,0.0004252434,0.00006400522,0.00006832092,5.492797e-8,0.00003728419,0.002676645,0.3468708,0.6235593,0.0004506378,0.0257364],"study_design_scores_gemma":[0.0002150093,0.00006151191,0.0002328355,0.000002614845,0.00001690719,0.000005450227,0.00002178066,0.9836001,0.001334208,0.01306056,0.001308965,0.0001399907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1492293,0.0001931455,0.8487033,0.0007083176,0.00002832814,0.0005540209,0.00004114497,0.00001575828,0.000526643],"genre_scores_gemma":[0.8832767,0.0001153289,0.1150057,0.0002746853,0.0001111541,0.000192052,0.0004214275,0.00002105212,0.0005818456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9809235,"threshold_uncertainty_score":0.3990903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006372811200305136,"score_gpt":0.2773618259895972,"score_spread":0.2709890147892921,"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."}}