{"id":"W4245239147","doi":"10.1080/14634988.2014.966036","title":"Preface","year":2014,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eutrophication; Environmental science; Fishing; Water quality; Fauna; Benthos; Lake ecosystem; Dreissena; Geography; Fishery; Hydrology (agriculture); Ecosystem; Environmental protection; Ecology; Nutrient; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009636093,0.0008486094,0.0005810709,0.001616771,0.002487025,0.002357799,0.001218784,0.001106564,0.5761203],"category_scores_gemma":[0.004053629,0.0002585634,0.0003982771,0.001220946,0.000474838,0.002124167,0.002194369,0.00177569,0.3832495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145148,"about_ca_system_score_gemma":0.0020438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003816303,"about_ca_topic_score_gemma":0.005307216,"domain_scores_codex":[0.9994304,0.00007558259,0.00004482551,0.00013339,0.0002364836,0.00007932055],"domain_scores_gemma":[0.9981982,0.000220156,0.00006893076,0.0001584358,0.0009872902,0.0003670105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003674168,0.0000226201,0.0002486353,0.00009921722,0.000002036438,0.00007167978,0.0001381804,0.00003109252,0.0001472247,0.002894462,0.949201,0.04710709],"study_design_scores_gemma":[0.000002680748,0.00001216723,0.0004474639,0.00005024776,7.622426e-7,0.0000502025,0.00009896066,0.000009845699,0.00003669872,0.0006032634,0.9986857,0.000002023522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003277303,0.00586171,0.003205634,0.01262891,0.06336813,0.0006759049,0.01893236,0.001314833,0.8907353],"genre_scores_gemma":[0.007679349,0.003010391,0.001830084,0.002815537,0.006233019,0.0002938801,0.01504172,0.0005421404,0.9625539],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4238797,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007215318847467253,"score_gpt":0.2199731561966349,"score_spread":0.2127578373491677,"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."}}