{"id":"W2056758399","doi":"10.1038/nature07220","title":"Small-amplitude cycles emerge from stage-structured interactions in Daphnia–algal systems","year":2008,"lang":"en","type":"article","venue":"Nature","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Calgary","funders":"","keywords":"Population cycle; Amplitude; Resource (disambiguation); Juvenile; Biology; Ecology; Population; Daphnia; Econometrics; Statistical physics; Economics; Environmental science; Physics; Computer science; Predation; Demography","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":[0.00008678441,0.0001544453,0.0001792066,0.00005136122,0.0001505406,0.00003004966,0.0003491133,0.0003720199,0.000613686],"category_scores_gemma":[0.00003279091,0.0001272308,0.00005637782,0.0002513319,0.00007116757,0.0001504044,0.0001325117,0.001176902,0.0001336312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810282,"about_ca_system_score_gemma":0.00001252592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004964156,"about_ca_topic_score_gemma":0.01820398,"domain_scores_codex":[0.9987853,0.0000577509,0.000247411,0.0003835357,0.0002657319,0.0002603238],"domain_scores_gemma":[0.9994445,0.00005164379,0.00009263319,0.0003121464,0.000008618001,0.00009050022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003888797,0.0001443239,0.9402155,0.00003278441,0.00003212955,0.0002131571,0.001374607,0.02414704,0.02955433,0.0006063732,0.002962333,0.0006785333],"study_design_scores_gemma":[0.0003268043,0.00001493876,0.9660403,0.0000609284,0.000006144636,0.00004149908,0.0003798882,0.01745033,0.0002645435,0.0001474277,0.014987,0.0002802219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934746,0.0005001803,0.0001597391,0.0001173596,0.001014773,0.0002143992,0.0001107886,0.00004209518,0.004366084],"genre_scores_gemma":[0.9979249,0.00006454658,0.0005795127,0.0001043132,0.00008255772,0.00001644973,0.00003480646,0.00001433157,0.001178638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02928979,"threshold_uncertainty_score":0.9997112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176343221208778,"score_gpt":0.2414937870859891,"score_spread":0.2297303548739013,"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."}}