{"id":"W2944040939","doi":"10.3390/w11050962","title":"Long-Term Changes in the Zooplankton Community of Lake Maggiore in Response to Multiple Stressors: A Functional Principal Components Analysis","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Zooplankton; Cladocera; Trophic level; Phytoplankton; Ecology; Biology; Abundance (ecology); Chlorophyll a; Environmental science; Plankton; Nutrient","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003804635,0.0004135321,0.0002880306,0.001201499,0.0002969336,0.0005132469,0.000223934,0.0003200535,0.0007069032],"category_scores_gemma":[0.0005019873,0.00014834,0.0006422354,0.001030584,0.0002004652,0.0002788896,0.0004977842,0.0001549939,0.0001117969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004943958,"about_ca_system_score_gemma":0.0003786506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01360208,"about_ca_topic_score_gemma":0.02045797,"domain_scores_codex":[0.9998558,0.00002523382,0.00001231589,0.0000514901,0.00002704082,0.0000281154],"domain_scores_gemma":[0.9998293,0.00002921831,0.0000607228,0.00001490992,0.00003779429,0.00002810233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002353378,0.0001074634,0.9310415,0.00009786044,0.0004567081,0.0002747709,0.0008935538,0.003579183,0.01926054,0.0001178649,0.0005129909,0.04342214],"study_design_scores_gemma":[0.000001666137,0.00002559474,0.9978598,0.000002165063,0.00001637197,0.00001307697,0.00005025282,0.001814833,0.00006973029,0.00001650996,0.000126505,0.000003617675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994082,0.00006532612,0.0002498114,0.00002086113,0.000001731055,0.000005381125,0.0001550239,0.000007778748,0.00008575238],"genre_scores_gemma":[0.9979892,0.0000701121,0.000985443,0.00001011591,0.00001115888,0.00002181203,0.0006637714,0.000003914125,0.0002445081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01360208,"threshold_uncertainty_score":0.02704579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211549915126194,"score_gpt":0.2336768787334177,"score_spread":0.2125218872207983,"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."}}