{"id":"W4400208200","doi":"10.1038/s41558-024-02058-3","title":"Climate-driven deoxygenation of northern lakes","year":2024,"lang":"en","type":"article","venue":"Nature Climate Change","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de l’Environnement, de la Protection de la nature et des Parcs; Uppsala Universitet; Vetenskapsrådet; Ministry of Environment; Hydro-Québec; Manitoba Hydro; Svenska Forskningsrådet Formas; Sveriges Lantbruksuniversitet; Ministry of Environment - Saskatchewan; Suomen Ympäristökeskus; Parks Canada; Miljødirektoratet; Maa- ja MetsätalousministeriÖ; Fisheries and Oceans Canada; Government of Alberta","keywords":"Deoxygenation; Climate change; Environmental science; Climatology; Physical geography; Geography; Oceanography; Geology; Chemistry","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":[0.0001892897,0.0001180415,0.0001543655,0.0001183747,0.00006067775,0.00005396171,0.0001398373,0.0001776249,0.001098653],"category_scores_gemma":[0.00001357328,0.00008964018,0.00007531953,0.0002687549,0.00002047141,0.0002285456,0.0000231942,0.0002366478,0.0003809343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000442555,"about_ca_system_score_gemma":0.00001229987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000346586,"about_ca_topic_score_gemma":0.04183664,"domain_scores_codex":[0.9990855,0.00002964148,0.0001839674,0.0002155702,0.0002174252,0.0002679309],"domain_scores_gemma":[0.9996392,0.00006327734,0.00005430012,0.0001330458,0.00005236194,0.00005788849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006205174,0.00003017532,0.6711103,0.001772621,0.00004509858,0.00009945316,0.001178094,0.00004719308,0.0002785671,0.002539664,0.0007800739,0.3220567],"study_design_scores_gemma":[0.0004303563,0.0004433277,0.8277623,0.0009049936,0.0000996927,0.00007945085,0.0008871319,0.06270577,0.0006351862,0.0005736795,0.1047547,0.0007234202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360034,0.008719753,0.000003857952,0.0006846893,0.001813077,0.0003284535,0.001192775,0.0001906318,0.05106339],"genre_scores_gemma":[0.9978368,0.001015231,0.00003797526,0.0001341501,0.0004760484,0.000004000887,0.0004382406,0.000006664953,0.0000508458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3213332,"threshold_uncertainty_score":0.9998145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720672217737657,"score_gpt":0.2322831746880764,"score_spread":0.2150764525106998,"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."}}