{"id":"W4389045643","doi":"10.1038/s41561-023-01310-3","title":"Butterfly effect of shallow-ocean deoxygenation on past marine biodiversity","year":2023,"lang":"en","type":"article","venue":"Nature Geoscience","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Biodiversity; Oceanography; Extinction event; Marine biodiversity; Extinction (optical mineralogy); Continental shelf; Continental margin; Marine life; Geology; Environmental science; Earth science; Ecology; Paleontology; Biology; Biological dispersal","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":[0.000204247,0.0001068777,0.0001747104,0.0002688425,0.0002040632,0.0004379109,0.0001591557,0.000264161,0.004068909],"category_scores_gemma":[0.0009570618,0.00008948483,0.0002665727,0.0002203976,0.0003802121,0.0002851789,0.0003048094,0.000219155,0.0001829471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004143471,"about_ca_system_score_gemma":0.0001151949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122574,"about_ca_topic_score_gemma":0.01899295,"domain_scores_codex":[0.9999487,0.00001309492,0.000003063959,0.00001676659,0.000004711916,0.00001349214],"domain_scores_gemma":[0.9993111,0.0003180671,0.0001132074,0.00006292221,0.00004450022,0.0001502405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002458161,0.00005853479,0.9317225,0.00004515274,0.000323245,0.0001557401,0.0001600946,0.002939712,0.05390977,0.0003308115,0.0002154579,0.007680734],"study_design_scores_gemma":[0.000004153216,0.00006819554,0.9983456,0.000001351123,0.00003173517,0.00002312536,0.00007582129,0.000485496,0.0007979462,0.0000666819,0.00009724771,0.00000273297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999413,0.00004678715,0.00002740847,0.00002659998,0.000001227499,3.853105e-7,0.00009206241,0.000001940051,0.0003906981],"genre_scores_gemma":[0.9997435,0.00001867182,0.00001512648,0.00001495798,0.000001227569,4.141409e-7,0.00005095682,0.000001485996,0.000153741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01122574,"threshold_uncertainty_score":0.02232081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00717701843576368,"score_gpt":0.2341119590731555,"score_spread":0.2269349406373919,"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."}}