{"id":"W4387602335","doi":"10.3897/aca.6.e107183","title":"Phosphorus and Lake Eutrophication: Recent Findings and Emerging Challenges","year":2023,"lang":"en","type":"article","venue":"ARPHA Conference Abstracts","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Global Water Futures; Canada First Research Excellence Fund","keywords":"Eutrophication; Environmental science; Algal bloom; Phosphorus; Stormwater; Aquatic ecosystem; Nutrient; Surface runoff; Hydrology (agriculture); Urbanization; Water resource management; Environmental protection; Ecology; Phytoplankton","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":[0.00326522,0.0006325075,0.001237863,0.002091791,0.0005388721,0.003453925,0.0007946933,0.00201624,0.003699102],"category_scores_gemma":[0.003541687,0.0003244324,0.0005902368,0.004279492,0.001620952,0.005076259,0.002312866,0.002117983,0.0007269661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363866,"about_ca_system_score_gemma":0.003567701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366003,"about_ca_topic_score_gemma":0.006509319,"domain_scores_codex":[0.999483,0.0001046622,0.00008393195,0.000126755,0.0001315606,0.0000701154],"domain_scores_gemma":[0.9957437,0.002618649,0.0004403598,0.00006479024,0.0008622654,0.0002701724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002039666,0.00009425922,0.004545359,0.0106309,0.00009779652,0.0003575785,0.0005344565,0.0005729697,0.001025038,0.008889728,0.0293799,0.9436681],"study_design_scores_gemma":[0.0000268,0.0005313679,0.01920873,0.01210805,0.0003047748,0.001415215,0.00409796,0.0007041865,0.001006042,0.02625084,0.9342316,0.0001143741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001374326,0.9850316,0.0002434575,0.01087602,0.0007998506,0.00000491319,0.00005754427,0.00001668087,0.001595569],"genre_scores_gemma":[0.004846868,0.9910363,0.0003316307,0.001719478,0.001628265,0.000007014344,0.0000519591,0.000005131961,0.0003733513],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003699102,"threshold_uncertainty_score":0.0172683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821241748498821,"score_gpt":0.243342229752229,"score_spread":0.2151298122672408,"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."}}