{"id":"W2312686309","doi":"10.3354/meps09792","title":"Effects of environmental change, fisheries and trophodynamics on the ecosystem of the western Scotian Shelf, Canada","year":2012,"lang":"en","type":"article","venue":"Marine Ecology Progress Series","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Marine ecosystem; Ecosystem; Oceanography; Ecosystem-based management; Fishery; Climate change; Environmental science; Biomass (ecology); Geography; Abundance (ecology); Ecology; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001687368,0.0001495735,0.0002149465,0.00001465764,0.0001537006,0.00001168963,0.0003253273,0.00006453172,0.000870521],"category_scores_gemma":[0.00003452246,0.00008857949,0.00003430255,0.00009195448,0.0008646445,0.0001635871,0.001241906,0.0001485595,0.000003226606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108111,"about_ca_system_score_gemma":0.00001895685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01586885,"about_ca_topic_score_gemma":0.2127418,"domain_scores_codex":[0.9988686,0.0001695573,0.0001919145,0.0001612513,0.0002629169,0.0003456941],"domain_scores_gemma":[0.9993574,0.0001527476,0.0001314477,0.0002878137,0.00000404136,0.00006657401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005008228,0.00008619936,0.994899,0.00009717379,0.00002433118,0.000003237556,0.0003182921,5.060289e-7,0.00007077465,0.00009791763,0.0002509851,0.004101468],"study_design_scores_gemma":[0.0001565142,0.0002210038,0.9829032,0.000006500063,0.00001415606,0.00001758114,0.0001593914,0.00002864769,0.001434728,0.00002421192,0.01494685,0.00008724176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995057,0.00002987544,7.490672e-8,0.001701966,0.0002695398,0.0006176735,0.00002205159,0.00000609557,0.002295671],"genre_scores_gemma":[0.9982249,0.0000599312,0.00003167318,0.000167082,0.00003895484,0.0001374244,0.000003787525,0.00001369662,0.00132253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1968729,"threshold_uncertainty_score":0.9906846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005886593254486469,"score_gpt":0.1842238478331806,"score_spread":0.1783372545786941,"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."}}