{"id":"W3034186560","doi":"10.1111/gcb.15223","title":"Climate change considerations are fundamental to management of deep‐sea resource extraction","year":2020,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia; Fisheries and Oceans Canada","funders":"Horizon 2020; Ministry of Science and Technology, Taiwan; Faculdade de Ciências e Tecnologia, Universidade Nova de Lisboa; Natural Sciences and Engineering Research Council of Canada; J.M. Kaplan Fund; Okinawa Institute of Science and Technology Graduate University; National Oceanic and Atmospheric Administration; Sight Research UK; National Science Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Pew Charitable Trusts; Natural Environment Research Council","keywords":"Climate change; Environmental science; Ocean acidification; Biological pump; Ecological forecasting; Environmental resource management; Downscaling; Effects of global warming; Global warming; Ecosystem; Oceanography; Ecology; Geology; Carbon cycle","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002285247,0.0005575497,0.0005108475,0.0006180854,0.001864626,0.0044179,0.001264231,0.00264182,0.004938925],"category_scores_gemma":[0.004052671,0.0002599913,0.0004298077,0.001005917,0.001774449,0.003942039,0.002968728,0.00339027,0.0009087853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159328,"about_ca_system_score_gemma":0.004671508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008177136,"about_ca_topic_score_gemma":0.01295714,"domain_scores_codex":[0.9991763,0.0002340966,0.00005733355,0.0001009713,0.0002742092,0.000157075],"domain_scores_gemma":[0.9976052,0.0005403169,0.0005684098,0.0001617134,0.0007399878,0.000384334],"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":[0.00009753458,0.000196184,0.01797214,0.001129642,0.0002590747,0.0009111472,0.002291923,0.05474365,0.007794313,0.4222879,0.1047358,0.3875807],"study_design_scores_gemma":[0.00001257534,0.0001140055,0.01109509,0.0006784808,0.00007354329,0.0002176467,0.00362888,0.006768061,0.00169273,0.3421878,0.6333955,0.0001356932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04850023,0.05431926,0.1680063,0.4747539,0.008459925,0.0003153169,0.001571947,0.0005705194,0.2435025],"genre_scores_gemma":[0.8052059,0.05804098,0.05792126,0.04734913,0.004493071,0.0003362176,0.0005634394,0.0002796624,0.02581034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008177136,"threshold_uncertainty_score":0.01652235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227453832421784,"score_gpt":0.3241931273732219,"score_spread":0.2014477441310435,"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."}}