{"id":"W3194032659","doi":"10.3389/fenvs.2021.735509","title":"Low Benthic Oxygen and High Internal Phosphorus-Loading are Strongly Associated With the Invasive Macrophyte Nitellopsis obtusa (starry stonewort) in a Large, Polymictic Lake","year":2021,"lang":"en","type":"article","venue":"Frontiers in Environmental Science","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Trillium Foundation","keywords":"Benthic zone; Macrophyte; Ecosystem; Biomass (ecology); Phosphorus; Ecology; Dominance (genetics); Aquatic plant; Eutrophication; Environmental science; Environmental chemistry; Botany; Chemistry; Biology; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00007457969,0.0002165647,0.0001937057,0.0006116387,0.0005674582,0.0004140182,0.0002272762,0.0002522262,0.0005056421],"category_scores_gemma":[0.0002368791,0.0001888606,0.0001254423,0.0005549645,0.0004463503,0.000168162,0.0005265682,0.0001820761,0.00007603625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008876583,"about_ca_system_score_gemma":0.0006327761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1271291,"about_ca_topic_score_gemma":0.3653283,"domain_scores_codex":[0.9999063,0.000006577364,0.000006980912,0.00002242171,0.00002314034,0.00003450778],"domain_scores_gemma":[0.9997671,0.0000216599,0.00009831993,0.000008585498,0.00002493468,0.00007934721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009875152,0.00002583958,0.9835473,0.00001443392,0.00002843176,0.0001378815,0.0004094902,0.000061132,0.01421294,0.000008770649,0.00004854695,0.001406406],"study_design_scores_gemma":[8.688626e-7,0.0000141043,0.9996212,5.882956e-7,0.000004119296,0.0000295435,0.0001242643,0.00007635877,0.000102552,0.000002495314,0.00002286099,0.000001064262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998907,0.0000125599,0.000008793797,0.000003393432,1.79665e-7,9.06991e-7,0.00003133162,0.000001507255,0.00005048016],"genre_scores_gemma":[0.9997577,0.00001327107,0.00003729229,0.000003460601,6.481562e-7,0.000001973691,0.00008686425,6.601795e-7,0.00009818239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1271291,"threshold_uncertainty_score":0.2527782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003045545155702234,"score_gpt":0.1725609385971306,"score_spread":0.1695153934414283,"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."}}