{"id":"W7010590870","doi":"","title":"An investigation into the influences of catchment
\\nnutrient export and climatic effects on the trophic
\\nstatus of a small inter-drumlin lake, Milltown Lake,
\\nCo. Monaghan.","year":2020,"lang":"en","type":"dissertation","venue":"STOR (Dundalk Institute of Technology)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Lake Ecological Observatory Network","keywords":"Nutrient; Fencing; Eutrophication; Grazing; Buffer strip; Climate change; Nutrient cycle; Growing season; Water column","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005292054,0.0005057294,0.0008512549,0.0002675675,0.0002346727,0.00002821847,0.001083266,0.0005452547,0.00004999531],"category_scores_gemma":[0.0003065375,0.0003391916,0.0001534697,0.0008065086,0.001376328,0.0001985593,0.0002104626,0.0006710415,0.00001436372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135884,"about_ca_system_score_gemma":0.0001397458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001992068,"about_ca_topic_score_gemma":0.09379445,"domain_scores_codex":[0.9972057,0.0001222219,0.001123231,0.0006402508,0.0005766624,0.0003318967],"domain_scores_gemma":[0.9971765,0.0001553529,0.001537799,0.0009345809,0.00007717537,0.0001186153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001395361,0.001399939,0.6771952,0.0123532,0.001444313,0.00009303162,0.07033248,0.004237583,0.0744596,0.02164029,0.001345661,0.1341034],"study_design_scores_gemma":[0.007035214,0.01465075,0.5766613,0.01619031,0.002478897,0.00009468358,0.03771288,0.02152994,0.1892774,0.05919778,0.07016578,0.00500504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995696,0.0003507247,0.00006971306,0.0007438764,0.0007296185,0.001507096,0.0001104315,0.00006970507,0.0007228393],"genre_scores_gemma":[0.9977028,0.0002311292,0.001192978,0.00009888445,0.00003839904,0.000224865,0.0003140639,0.00003747937,0.0001594203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1290983,"threshold_uncertainty_score":0.999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008843337987299039,"score_gpt":0.2247941316873468,"score_spread":0.2159507937000478,"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."}}