{"id":"W1973311669","doi":"10.1890/06-1899.1","title":"SPECTRAL ANALYSIS UNMASKS SYNCHRONOUS AND COMPENSATORY DYNAMICS IN PLANKTON COMMUNITIES","year":2007,"lang":"en","type":"article","venue":"Ecology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ecology; Temporal scales; Population; Plankton; Community; Biomass (ecology); Biology; Scale (ratio); Environmental science; Phytoplankton; Geography; Ecosystem; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192351,0.0002474567,0.0002635688,0.001593169,0.0002677038,0.0004618198,0.0002210645,0.0002892143,0.0004797916],"category_scores_gemma":[0.004160471,0.0001767441,0.0002462096,0.0008100191,0.0003802014,0.0009811466,0.0005975477,0.0003137555,0.0001250472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714518,"about_ca_system_score_gemma":0.0002058837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006286201,"about_ca_topic_score_gemma":0.001260473,"domain_scores_codex":[0.9996288,0.00009593424,0.0000329069,0.0001036039,0.0001081647,0.00003055821],"domain_scores_gemma":[0.9979658,0.000891977,0.0004287277,0.000323767,0.0002690014,0.0001207616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004971438,0.0001792837,0.3269056,0.0002666003,0.0002721277,0.0003017035,0.001441806,0.01322932,0.2935894,0.003133826,0.0006185214,0.3595646],"study_design_scores_gemma":[0.00002222381,0.0001895455,0.7509865,0.00003222776,0.0001224113,0.0006126815,0.0007076376,0.2127827,0.02485475,0.008221835,0.001411476,0.0000561557],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577996,0.0001225114,0.04106916,0.00004099887,0.000009641977,0.00001006714,0.00007494782,0.00009863813,0.0007744954],"genre_scores_gemma":[0.9880059,0.00005182586,0.01168704,0.00001156822,0.00001271993,0.000008886168,0.00009412138,0.00001485683,0.0001130818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001593169,"threshold_uncertainty_score":0.006305814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007596399017235906,"score_gpt":0.2018580343541986,"score_spread":0.1942616353369626,"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."}}