{"id":"W4401404733","doi":"10.1093/pnasnexus/pgae260","title":"Ocean weather, biological rates, and unexplained global ecological patterns","year":2024,"lang":"en","type":"article","venue":"PNAS Nexus","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; Tula Foundation; Fisheries and Oceans Canada; University of Victoria; University of British Columbia; University of British Columbia, Okanagan Campus; Memorial University of Newfoundland","funders":"NOAA Pacific Marine Environmental Laboratory; Division of Ocean Sciences; Natural Environment Research Council; University of California, Davis; Natural Sciences and Engineering Research Council of Canada; National Park Service; Department of Forestry, Fisheries and the Environment; Environment and Climate Change Canada; North Carolina State University; Canada Research Chairs; National Oceanic and Atmospheric Administration; Sight Research UK; National Science Foundation","keywords":"Climatology; Ecology; Environmental science; Weather patterns; Geography; Oceanography; Meteorology; Climate change; 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":[0.0005046122,0.0002073969,0.0002247328,0.0005826381,0.0001922434,0.0006460174,0.0001408899,0.0001222022,0.0009258584],"category_scores_gemma":[0.001480494,0.0001050732,0.0002414765,0.00106212,0.0005149826,0.0006029682,0.0006469977,0.0002382923,0.00007906737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001632082,"about_ca_system_score_gemma":0.0001305251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005354085,"about_ca_topic_score_gemma":0.0097967,"domain_scores_codex":[0.9998682,0.00003532062,0.00001396094,0.00004322978,0.00001610076,0.00002330053],"domain_scores_gemma":[0.9992168,0.0002787321,0.0002454385,0.0001481285,0.00005621366,0.00005456682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003703208,0.000006256022,0.9861804,0.00003818797,0.0001772965,0.00004338893,0.0002388201,0.002370518,0.002168473,0.0006864585,0.0001375841,0.007915744],"study_design_scores_gemma":[4.91502e-7,0.000003630468,0.9982487,0.000003412361,0.0000121276,0.00001120302,0.0001173659,0.0009139191,0.0001067562,0.0003807904,0.0001992737,0.000002328071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972505,0.000404383,0.0007788374,0.00009593499,0.000004716509,0.000001922289,0.000353814,0.00001233699,0.001097458],"genre_scores_gemma":[0.9995539,0.00007983483,0.0001503148,0.00001057496,0.000003540155,0.000001476052,0.0001468244,0.000004821604,0.0000486669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005354085,"threshold_uncertainty_score":0.01064581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002220517232849,"score_gpt":0.2536669152124443,"score_spread":0.2336447100401158,"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."}}