{"id":"W4413497593","doi":"10.1111/ele.70200","title":"Impacts of Changing Winters on Lake Ecosystems Will Increase With Latitude","year":2025,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Norsk Institutt for Vannforskning; Norges Forskningsråd; National Science Foundation","keywords":"Ecology; Ecosystem; Latitude; Environmental science; High latitude; Environmental resource management; Geography; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001902383,0.0001130529,0.0001828164,0.0001283546,0.0001284211,0.000004399416,0.0001512731,0.00004501798,0.0006750397],"category_scores_gemma":[0.00003408421,0.00009363826,0.00003148603,0.0001984629,0.0002266654,0.00009498384,0.0001780038,0.00008861738,0.0001043562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018568,"about_ca_system_score_gemma":0.000004583339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009417866,"about_ca_topic_score_gemma":0.04246083,"domain_scores_codex":[0.9992296,0.00005657079,0.0001351255,0.0002161987,0.00007176674,0.0002907103],"domain_scores_gemma":[0.9996158,0.0001124533,0.00007994812,0.0001603919,0.000003066329,0.00002826654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006337911,0.00006447369,0.93146,0.000022671,0.0001554646,0.00003112315,0.0001816009,0.0009471785,0.0003603362,0.0002674218,0.06640606,0.00004027426],"study_design_scores_gemma":[0.0006422311,0.0001935671,0.9908388,0.00003947442,0.0000542237,0.000002004943,0.0001445859,0.00009172271,0.0002115061,0.0000326921,0.007637125,0.0001120596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971818,0.000002063466,0.0001349601,0.01227552,0.0002316792,0.0002396169,0.000003620958,0.00003120914,0.01526328],"genre_scores_gemma":[0.9832136,0.000004859196,0.0001414925,0.0160861,0.00001272328,0.00002761122,0.000004379412,0.000005630562,0.0005035896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05937879,"threshold_uncertainty_score":0.9750118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002941877762283588,"score_gpt":0.1914670454335652,"score_spread":0.1885251676712816,"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."}}