{"id":"W2117270601","doi":"10.1073/pnas.0908725107","title":"Cycles, phase synchronization, and entrainment in single-species phytoplankton populations","year":2010,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Population; Biology; Phytoplankton; Population cycle; Entrainment (biomusicology); Population model; Synchronization (alternating current); Perturbation (astronomy); Mitosis; Cell cycle; Biological system; Ecology; Cell; Nutrient; Physics; Cell biology; Genetics; Mathematics; Predation; Topology (electrical circuits)","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":[0.0002188495,0.0001130347,0.0001980741,0.0003212141,0.0002262826,0.0003659301,0.0001892614,0.0001974266,0.0006289093],"category_scores_gemma":[0.002027815,0.0001722053,0.0001427699,0.0001871658,0.0007880286,0.0004510364,0.0004429252,0.0002505783,0.00009279406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003897649,"about_ca_system_score_gemma":0.0001972247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009361717,"about_ca_topic_score_gemma":0.0007916187,"domain_scores_codex":[0.9998783,0.00002782918,0.000007573457,0.00003972365,0.00003158847,0.00001495934],"domain_scores_gemma":[0.9994086,0.000245534,0.0002009492,0.0000571135,0.00003726981,0.000050422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004981724,0.0001425806,0.06903192,0.0003539622,0.0001897435,0.001163326,0.001861695,0.2891342,0.3922864,0.1456944,0.002222154,0.09742152],"study_design_scores_gemma":[0.00007773129,0.0001896524,0.0690981,0.0000290202,0.00005503748,0.000729566,0.0003321047,0.7317349,0.03438425,0.1587298,0.004566329,0.0000734797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544061,0.0004698665,0.04219568,0.0001607815,0.00001560914,0.00001789089,0.00006410451,0.00009735882,0.002572681],"genre_scores_gemma":[0.9966695,0.0001214427,0.002728655,0.00001805702,0.000007102412,0.00001822618,0.00002849303,0.00001226787,0.0003962656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009361717,"threshold_uncertainty_score":0.002828002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455823666804341,"score_gpt":0.3000591352171119,"score_spread":0.2555008985490685,"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."}}