{"id":"W3100459050","doi":"10.1007/s10750-020-04457-x","title":"Preface: Restoration of eutrophic lakes: current practices and future challenges","year":2020,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Eutrophication; Biomanipulation; Restoration ecology; Environmental science; Ecosystem; Ecology; Ecosystem services; Nutrient; Environmental resource management; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.000137133,0.0000795444,0.0001231146,0.000006543798,0.0000349251,0.000006649582,0.00009134767,0.00006065566,0.0001256317],"category_scores_gemma":[0.00004770412,0.00006011207,0.00001692522,0.00005707219,0.00006157989,0.000106017,0.00006610525,0.00009463571,0.00005622545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001454537,"about_ca_system_score_gemma":0.000005294053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001555852,"about_ca_topic_score_gemma":0.00009533379,"domain_scores_codex":[0.9994293,0.00006770714,0.0001490445,0.0001957142,0.00006977702,0.00008841902],"domain_scores_gemma":[0.9995229,0.00003803576,0.0002813701,0.0001047286,0.000004498214,0.00004843674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004455936,0.0006336017,0.5510966,0.002311998,0.0001657942,0.00002228746,0.02210901,0.005760047,0.1886179,0.02107177,0.01030377,0.1974617],"study_design_scores_gemma":[0.001044486,0.001519459,0.2740062,0.0001167131,0.0000801077,0.00002616748,0.001933485,0.0567119,0.001148802,0.0009197093,0.6617147,0.0007783076],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930032,0.0029231,0.00004954893,0.001779026,0.0001343427,0.0001630346,0.00001508432,0.00002417846,0.001908504],"genre_scores_gemma":[0.9975365,0.002018123,0.0002444083,0.00003966875,0.000127633,0.000005869165,0.00001181217,0.000004231713,0.00001172568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6514109,"threshold_uncertainty_score":0.2451299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405841776870422,"score_gpt":0.2566833033664742,"score_spread":0.216099125679432,"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."}}