{"id":"W2013438632","doi":"10.1038/nature10285","title":"Transient dynamics of an altered large marine ecosystem","year":2011,"lang":"en","type":"article","venue":"Nature","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":266,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Bedford Institute of Oceanography","funders":"Natural Environment Research Council; Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Overfishing; Ecosystem; Predation; Zooplankton; Benthic zone; Fishery; Population; Marine ecosystem; Fishing; Forage fish; Ecology; Biomass (ecology); Maximum sustainable yield; Environmental science; Biology; Fisheries management","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000155726,0.00006665001,0.00009401359,0.00001933434,0.00003083471,0.000005359223,0.0002525563,0.0002947969,0.01987549],"category_scores_gemma":[0.000009101062,0.00005476077,0.00003454285,0.0001320572,0.00003019717,0.0001134101,0.0001624299,0.000567592,0.00003489621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005005108,"about_ca_system_score_gemma":0.000004832755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002955822,"about_ca_topic_score_gemma":0.006189576,"domain_scores_codex":[0.9992726,0.00003061824,0.0001083591,0.0001602168,0.0002397756,0.0001884536],"domain_scores_gemma":[0.9996309,0.00000560384,0.0000279315,0.0002493006,0.000009046871,0.00007726989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003813525,0.001144845,0.7962705,0.0001623313,0.00004967089,0.00008064471,0.002372178,0.00001024819,0.001230682,0.006271979,0.004801952,0.1872236],"study_design_scores_gemma":[0.001229612,0.0006463759,0.7390852,0.000008974624,0.00001910208,0.00002937932,0.0004657346,0.02514027,0.002443767,0.001359695,0.2291694,0.0004024843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5710684,0.000002756576,0.00006183574,0.00006511938,0.00008305861,0.0001071415,0.00003352889,0.00001419694,0.428564],"genre_scores_gemma":[0.9975909,0.000007004919,0.0007329545,0.00009076068,0.00002149539,0.000004148396,0.0000415893,0.000008440353,0.001502712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4270612,"threshold_uncertainty_score":0.9810205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009168242866630762,"score_gpt":0.2306386455527428,"score_spread":0.221470402686112,"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."}}