{"id":"W4408475097","doi":"10.5194/egusphere-egu25-9413","title":"Causes and consequences of long-term oxygen depletion in northern lakes","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Bureau de Coopération Interuniversitaire; Ministry of the Environment, Conservation and Parks","funders":"","keywords":"Term (time); Oxygen; Environmental science; Geography; Oceanography; Geology; Chemistry; Physics","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":[0.0003257577,0.0001194306,0.0002073925,0.0004916958,0.000519889,0.0005932661,0.0002649621,0.0004084683,0.001206356],"category_scores_gemma":[0.001121189,0.0001515872,0.0002161727,0.0008505166,0.0006786191,0.0005025652,0.000876423,0.0002838766,0.0001292034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006964,"about_ca_system_score_gemma":0.0005339393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01864009,"about_ca_topic_score_gemma":0.03332975,"domain_scores_codex":[0.9998047,0.00003155802,0.00002059753,0.0000495026,0.00004402764,0.00004971421],"domain_scores_gemma":[0.9991854,0.00007140609,0.0004811248,0.00004105942,0.00007746085,0.0001436477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002440462,0.00002544012,0.9899407,0.00005292028,0.00006248766,0.0003664543,0.0004270652,0.0004635713,0.00248056,0.0001195917,0.0004425346,0.005374653],"study_design_scores_gemma":[0.000001710767,0.00001098203,0.9991472,0.000004007687,0.000007274291,0.00007474734,0.0002480327,0.0001239454,0.00008389431,0.00008737858,0.0002086116,0.000002339864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981115,0.0007032153,0.00004401075,0.0001956208,0.000004354431,0.000002283588,0.0002603974,0.000006993781,0.0006716434],"genre_scores_gemma":[0.9992648,0.0002741655,0.00002756074,0.00003128887,0.00001081624,0.000002130055,0.0002235359,0.000002201961,0.0001634407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01864009,"threshold_uncertainty_score":0.03706318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746560974647709,"score_gpt":0.225910702724705,"score_spread":0.2084450929782279,"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."}}