{"id":"W3107157315","doi":"10.1038/s41559-020-01352-5","title":"A decade to study deep-sea life","year":2020,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"Japan Agency for Marine-Earth Science and Technology; Natural Environment Research Council; Directorate for Biological Sciences; Centro Interdisciplinar de Investigação Marinha e Ambiental; Universidade do Porto; Universitetet i Bergen; Centre National de la Recherche Scientifique; University of Southampton; University of Galway; University of Glasgow; Centro de Estudos Ambientais e Marinhos, Universidade de Aveiro; Universidade dos Açores; Université du Littoral Côte d'Opale; National Oceanography Centre; Temple University; National University of Ireland; National Institute of Water and Atmospheric Research; Université de Lille; Stazione Zoologica Anton Dohrn; Sight Research UK; Universidade de Aveiro","keywords":"Deep sea; Environmental resource management; Oceanography; Geography; Sustainable development; Political science; Environmental ethics; Ecology; Environmental science; Biology; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004625698,0.0001361531,0.0002274356,0.0001099625,0.0002933646,0.00001259916,0.0003570325,0.0005972081,0.005738682],"category_scores_gemma":[0.001191652,0.0001165349,0.00004628208,0.0004396882,0.00007597011,0.00008747082,0.00006424205,0.0009600591,0.002737543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000153162,"about_ca_system_score_gemma":0.0001228519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000161932,"about_ca_topic_score_gemma":0.01460214,"domain_scores_codex":[0.998372,0.0003452189,0.0001944046,0.0004594089,0.000146674,0.0004822681],"domain_scores_gemma":[0.9990984,0.0002337854,0.00004553928,0.0001492627,0.00006999224,0.0004029727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002750126,0.00005663167,0.9921345,0.000003710416,0.00005011562,0.00002561494,0.0001999604,0.000359946,0.000008880235,0.00005284683,0.005441626,0.00139117],"study_design_scores_gemma":[0.0004422357,0.001410319,0.9918924,5.157879e-7,0.00001882196,0.000009536912,0.0002255819,0.003407893,0.000005076956,0.0002152343,0.002252064,0.0001203374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872149,0.0003828673,0.00006265844,0.0092993,0.0006191392,0.0005648441,0.00001090559,0.00008291619,0.001762512],"genre_scores_gemma":[0.9936409,0.000006285141,0.0001832066,0.005627446,0.0003885085,0.00001047329,0.00005176104,0.000003216885,0.00008822592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01444021,"threshold_uncertainty_score":0.9980389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0135295402325023,"score_gpt":0.2616097855727609,"score_spread":0.2480802453402586,"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."}}