{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000228137,0.0001244542,0.0001270644,0.00003138071,0.0001091237,0.0001569856,0.000111334,0.00009333348,0.00172086],"category_scores_gemma":[0.00007193983,0.00007204391,0.00004374031,0.0001584839,0.0001030082,0.00008179244,0.00001397208,0.00009752971,0.000348396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005076689,"about_ca_system_score_gemma":0.00002646382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114013,"about_ca_topic_score_gemma":0.00006634012,"domain_scores_codex":[0.999105,0.0001361738,0.0001312502,0.0003012537,0.0000983221,0.0002280101],"domain_scores_gemma":[0.9994018,0.0003422299,0.00001837967,0.00009555231,0.00001042253,0.0001315944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001224338,0.00005120619,0.9054354,0.00005099645,0.00004545674,0.0003559707,0.0001387027,0.0001698467,0.00007959327,0.002815478,0.003749495,0.08698543],"study_design_scores_gemma":[0.0001488929,0.0003030985,0.9579091,0.00001739493,0.000009792969,0.00008977566,0.00009355762,0.009692538,0.00003441725,0.002197306,0.02934912,0.0001549811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990486,0.003614733,0.0001208669,0.001012289,0.0004622595,0.0001302962,0.0001974899,0.0001687818,0.003807267],"genre_scores_gemma":[0.99874,0.0002680207,0.00007521865,0.0003248541,0.0001469125,3.063091e-7,0.00008136013,0.00000210161,0.0003612285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08683045,"threshold_uncertainty_score":0.9991917,"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."}}