{"id":"W2033519181","doi":"10.3389/fevo.2015.00037","title":"A mechanistic analysis of density dependence in algal population dynamics","year":2015,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Density dependence; Population density; Intraspecific competition; Population; Biology; Competition (biology); Ecology; Nutrient; Per capita","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":[0.000421019,0.0002991731,0.0003544918,0.0004433507,0.0004978611,0.0007080231,0.00101195,0.0007133578,0.002431436],"category_scores_gemma":[0.001731722,0.0003257829,0.000709522,0.0002578721,0.0007936149,0.001454503,0.0008970384,0.000596148,0.0002784496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008984563,"about_ca_system_score_gemma":0.0005492902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00520371,"about_ca_topic_score_gemma":0.003170319,"domain_scores_codex":[0.999867,0.0000302261,0.000006448545,0.00003872369,0.00003036114,0.00002720254],"domain_scores_gemma":[0.9995161,0.0001777032,0.0001237225,0.00006414605,0.00006839822,0.00004994794],"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":[0.0001357294,0.0002051207,0.06512053,0.0004599139,0.000191152,0.00108484,0.0008450105,0.3504883,0.06399532,0.4664227,0.002616402,0.04843491],"study_design_scores_gemma":[0.00001959733,0.00009947689,0.05548337,0.00004953681,0.00006492627,0.0009329589,0.0002591373,0.751994,0.002589591,0.1848625,0.003569551,0.00007538794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7626669,0.002295189,0.2039891,0.003611098,0.00009072859,0.00009754386,0.0005720191,0.0002246751,0.02645272],"genre_scores_gemma":[0.9938824,0.0006542932,0.003663059,0.0001309313,0.00002586907,0.00003355035,0.00006982758,0.00001086646,0.001529375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00520371,"threshold_uncertainty_score":0.01034689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005618022359265941,"score_gpt":0.202408715537938,"score_spread":0.196790693178672,"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."}}