{"id":"W3180917730","doi":"10.1093/biosci/biab049","title":"Blue Waters, Green Bottoms: Benthic Filamentous Algal Blooms Are an Emerging Threat to Clear Lakes Worldwide","year":2021,"lang":"en","type":"article","venue":"BioScience","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Institute for Sustainable Development","funders":"National Science Foundation of Sri Lanka; Royal Society Te Apārangi","keywords":"Littoral zone; Eutrophication; Algal bloom; Benthic zone; Ecosystem; Environmental science; Habitat; Ecology; Geography; Nutrient; Biology; Phytoplankton","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003348592,0.0001820226,0.0001721847,0.00004717955,0.0004691585,0.00007712971,0.0005331969,0.0000917301,0.00627901],"category_scores_gemma":[0.00005747499,0.0001587166,0.0000516692,0.0005754958,0.0003923728,0.0004317882,0.0003937109,0.0001469782,0.003018654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298751,"about_ca_system_score_gemma":0.00003333867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003034366,"about_ca_topic_score_gemma":0.002726391,"domain_scores_codex":[0.9979935,0.00009709719,0.0002215498,0.0006910565,0.000424001,0.0005727897],"domain_scores_gemma":[0.9991938,0.00002572853,0.00007260359,0.0004215464,0.00001574683,0.0002705665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004161627,0.0007413422,0.6456279,0.00001632276,0.00001449174,0.000645815,0.007025538,0.0005197326,0.3140049,0.000275533,0.008409314,0.02267748],"study_design_scores_gemma":[0.0004242819,0.0004088851,0.8862424,0.00005880899,0.00005579797,0.0000753115,0.003847249,0.003816756,0.09619231,0.0002622087,0.007856685,0.0007592655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968152,0.00002081236,0.0001910532,0.00174441,0.0003886608,0.0001718686,0.00001200327,0.00006880871,0.0005871896],"genre_scores_gemma":[0.9903854,0.000008256017,0.001479241,0.002670122,0.00005294348,0.00001961918,0.00000866656,0.00001322885,0.005362561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2406146,"threshold_uncertainty_score":0.9977576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053035638193538,"score_gpt":0.2577854711124316,"score_spread":0.2372551147304962,"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."}}