{"id":"W6906647224","doi":"10.17895/ices.pub.25243939","title":"The Gulf of St. Lawrence Marine Ecosystem: An Overview of its Structure and Dynamics, Human Pressures, and Governance Approaches","year":2008,"lang":"en","type":"other","venue":"International Council for the Exploration of the Sea (ICES)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estuary; Ecosystem; Action plan; Corporate governance; Government (linguistics); Upstream (networking); Recreation; Marine ecosystem; Sustainability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001198808,0.0003666386,0.000478841,0.00005927862,0.0002335032,0.00007380034,0.001578807,0.0001896557,0.000100662],"category_scores_gemma":[0.0004225241,0.0002116386,0.0001421402,0.0001505808,0.0004549559,0.0004808666,0.0003982975,0.0002221616,0.000002089084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249508,"about_ca_system_score_gemma":0.0002789387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009177399,"about_ca_topic_score_gemma":0.05046763,"domain_scores_codex":[0.9964399,0.0002261471,0.0007045337,0.0004128046,0.002038461,0.0001781886],"domain_scores_gemma":[0.9949907,0.0003268174,0.002591,0.0008111304,0.001239564,0.00004081097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001888639,0.0006364471,0.00335556,0.006374728,0.005808793,0.000002150756,0.004438724,0.008809596,0.002457859,0.6291694,0.3279983,0.009059801],"study_design_scores_gemma":[0.002729489,0.0003508277,0.003968443,0.002067427,0.0006677874,0.00003642729,0.0006337292,0.07184523,0.001957162,0.01756998,0.897342,0.0008314811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.06188165,0.2788548,0.002892306,0.01235983,0.01285801,0.03091634,0.3767933,0.0006571091,0.2227867],"genre_scores_gemma":[0.8860207,0.01764889,0.0004252388,0.0000595941,0.0008035576,0.0002800159,0.001150358,0.0006611215,0.09295055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8241391,"threshold_uncertainty_score":0.9668589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1993773329522931,"score_gpt":0.294463947795088,"score_spread":0.09508661484279493,"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."}}