{"id":"W4388406628","doi":"10.31223/x53h41","title":"Wildfire smoke impacts lake ecosystems","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Trent University","funders":"Oak Ridge National Laboratory; Fondo para la Investigación Científica y Tecnológica; Office of Energy Efficiency; Water Power Technologies Office; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; UT-Battelle; Global Lake Ecological Observatory Network; Battelle; Office of Energy Efficiency and Renewable Energy; U.S. Department of Energy; National Science Foundation","keywords":"Smoke; Environmental science; Biota; Ecosystem; Physical geography; Ecology; Meteorology; Geography; Biology","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":[0.0005233156,0.0004152564,0.0002829398,0.0005703255,0.001411003,0.002279432,0.0007149823,0.0006294594,0.002702758],"category_scores_gemma":[0.0006094972,0.0001794893,0.0005361935,0.000748115,0.001215114,0.001673144,0.002204333,0.0005912957,0.0002288008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002878711,"about_ca_system_score_gemma":0.002391484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04570722,"about_ca_topic_score_gemma":0.1257311,"domain_scores_codex":[0.9995391,0.0001021977,0.00002397048,0.00006666618,0.0001461399,0.0001219778],"domain_scores_gemma":[0.999688,0.00004616943,0.00009939498,0.0000164286,0.0001047842,0.00004528831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001714637,0.000213189,0.5049828,0.00360716,0.0005224951,0.002102605,0.007984872,0.01404289,0.02974202,0.0463092,0.01073262,0.3795887],"study_design_scores_gemma":[0.00001843013,0.0007223387,0.7088538,0.002150388,0.0005085507,0.0009485284,0.02259386,0.01476385,0.01230574,0.03193281,0.2050298,0.0001719515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861941,0.0432804,0.01221545,0.009197864,0.0002246258,0.000148617,0.001625208,0.0003170153,0.07104993],"genre_scores_gemma":[0.9691557,0.0222269,0.003120456,0.0008248238,0.00007651284,0.00003898728,0.0002330393,0.00002422614,0.004299462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04570722,"threshold_uncertainty_score":0.09088236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0217972003049316,"score_gpt":0.2485071505209455,"score_spread":0.2267099502160139,"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."}}