{"id":"W4382248675","doi":"10.5194/bg-20-2425-2023","title":"Impact of deoxygenation and warming on global marine species in the 21st century","year":2023,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; European Commission","keywords":"Habitat; Mesopelagic zone; Global warming; Effects of global warming on oceans; Pelagic zone; Ecology; Climate change; Environmental science; Oceanography; Biology; Geology","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":[0.000507631,0.000345035,0.0002044453,0.0005552087,0.0002293085,0.0007890979,0.0002390522,0.0003198884,0.001060151],"category_scores_gemma":[0.00152807,0.0001134896,0.0005957036,0.0007720451,0.0003528239,0.0005862218,0.000998722,0.000283237,0.0001120584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005671394,"about_ca_system_score_gemma":0.0003065738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008107864,"about_ca_topic_score_gemma":0.00959587,"domain_scores_codex":[0.9998061,0.00004954683,0.00001443869,0.00004496518,0.00004870904,0.00003627797],"domain_scores_gemma":[0.9993895,0.0001108099,0.0002495372,0.00007006928,0.0001043142,0.00007563625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009502052,0.0000183165,0.9485494,0.00006404924,0.000251222,0.00009046581,0.0001263882,0.03465346,0.002901112,0.0009493498,0.0002562646,0.01204491],"study_design_scores_gemma":[0.000004902825,0.00009850274,0.9744452,0.00001724157,0.00007466358,0.00009936756,0.0001817143,0.02126174,0.001199233,0.000945454,0.001654379,0.00001753192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967605,0.0002703142,0.001008352,0.00008636351,0.000009233787,0.000003124597,0.0006754688,0.00002117317,0.001165434],"genre_scores_gemma":[0.9988804,0.0001876408,0.0004188544,0.00002415051,0.000007263658,0.000003799699,0.0003691766,0.000004955974,0.000103739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008107864,"threshold_uncertainty_score":0.01612133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172412662885187,"score_gpt":0.2618211095948044,"score_spread":0.2400969829659526,"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."}}