{"id":"W2111714961","doi":"10.1111/j.1365-2400.2006.00480.x","title":"A framework for incorporating climate regime shifts into the management of marine resources","year":2006,"lang":"en","type":"article","venue":"Fisheries Management and Ecology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Stock assessment; Ecosystem; Stock (firearms); Productivity; Environmental resource management; Fisheries management; Adaptive management; Climate change; Ecosystem-based management; Ecosystem management; Fishery; Natural resource economics; Environmental science; Ecology; Geography; Economics; Biology; Fishing","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":[0.004966965,0.0009361391,0.0007353563,0.001570278,0.001645573,0.003722124,0.002734885,0.002715345,0.005956578],"category_scores_gemma":[0.005242473,0.0005875346,0.001562581,0.001172314,0.00305521,0.00396326,0.003461037,0.002523591,0.000499387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003949532,"about_ca_system_score_gemma":0.003647931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0261904,"about_ca_topic_score_gemma":0.03228727,"domain_scores_codex":[0.998276,0.001107591,0.00007710201,0.0001828186,0.0002158658,0.0001406026],"domain_scores_gemma":[0.9979437,0.001135324,0.0002119916,0.000154136,0.0002677143,0.0002872257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002222473,0.00008069453,0.0007817114,0.00004822527,0.00006763217,0.0001828621,0.0002597303,0.4554294,0.0003086047,0.5320974,0.001843837,0.008877588],"study_design_scores_gemma":[0.00003487349,0.00006495044,0.0004116481,0.00009312216,0.00003075324,0.00004643056,0.0001831437,0.4448389,0.0001125936,0.5397692,0.01436061,0.00005371113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01999743,0.001060866,0.9238169,0.01034048,0.0002850122,0.000210971,0.0003651472,0.0003970978,0.04352597],"genre_scores_gemma":[0.5506087,0.001175004,0.440322,0.001024585,0.000254161,0.0006556625,0.0002163936,0.0001115922,0.005631829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0261904,"threshold_uncertainty_score":0.05207592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141285385976982,"score_gpt":0.2301691370468842,"score_spread":0.2187562831871143,"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."}}