{"id":"W3093589366","doi":"10.1016/j.tree.2020.09.006","title":"Energy Flow Through Marine Ecosystems: Confronting Transfer Efficiency","year":2020,"lang":"en","type":"review","venue":"Trends in Ecology & Evolution","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":163,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of British Columbia; Memorial University of Newfoundland","funders":"University of Tasmania Foundation; Australian Research Council; National Oceanic and Atmospheric Administration; University of British Columbia; Joint Institute for the Study of the Atmosphere and Ocean; University of Washington; Gordon and Betty Moore Foundation; Natural Sciences and Engineering Research Council of Canada; Walton Family Foundation; David and Lucile Packard Foundation","keywords":"Energy flow; Marine ecosystem; Energy transfer; Ecosystem; Environmental science; Flow (mathematics); Energy (signal processing); Oceanography; Environmental resource management; Ecology; Geology; Engineering physics; Physics; Mechanics; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000285775,0.0006842644,0.001949916,0.0002425625,0.000229655,0.00001635754,0.0005836894,0.0006058133,0.002009852],"category_scores_gemma":[0.000032089,0.0006097109,0.0004075989,0.001067632,0.0003064089,0.000210252,0.0005994598,0.0004350368,0.0003517527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034208,"about_ca_system_score_gemma":0.00005463925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002016021,"about_ca_topic_score_gemma":0.03821805,"domain_scores_codex":[0.9960345,0.0005663548,0.001084505,0.001134767,0.0003059174,0.0008739445],"domain_scores_gemma":[0.9990975,0.0001504743,0.0002277873,0.000418006,0.000010006,0.00009618915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001475176,0.0002435704,0.0005453479,0.0006567077,0.0001656302,0.00008530861,0.0002643345,0.0004850292,0.000003671521,0.006258273,0.004258328,0.9870191],"study_design_scores_gemma":[0.0004309832,0.0002454416,0.0007560723,0.0004554336,0.0003591978,0.00007430199,0.00003315977,0.002594347,0.000003064861,0.001802248,0.9926094,0.0006363781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002862683,0.8419486,0.002789243,0.0001966711,0.001402598,0.000269445,0.0001076054,0.0001895661,0.1530676],"genre_scores_gemma":[0.02557395,0.9687153,0.0008414654,0.0001123938,0.0004060201,0.000574771,0.0004443357,0.0001317471,0.003199995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.988351,"threshold_uncertainty_score":0.9996354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02507753083918568,"score_gpt":0.2618417070526989,"score_spread":0.2367641762135133,"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."}}