{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009140384,0.000145811,0.000201845,0.00003905105,0.000166278,0.00003087512,0.0002803104,0.00002857017,0.0001218632],"category_scores_gemma":[0.000007880396,0.0001263004,0.00004324246,0.0001838544,0.00001898366,0.00009383442,0.000214303,0.00006082697,0.00451789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374164,"about_ca_system_score_gemma":0.000004183046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003792697,"about_ca_topic_score_gemma":0.0002489783,"domain_scores_codex":[0.9982862,0.0001526086,0.0003905588,0.0003594039,0.0003684962,0.0004427486],"domain_scores_gemma":[0.9991633,0.00003758692,0.0001488975,0.0004673655,0.000002042335,0.0001808321],"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":[0.0000274999,0.0004228715,0.5312515,0.0017006,0.00008961921,0.00001311808,0.001512099,0.005779434,0.000002229305,0.01731434,0.05202401,0.3898626],"study_design_scores_gemma":[0.001630436,0.0003815634,0.08858038,0.0002864132,0.00004299877,0.000009855554,0.000397074,0.289841,0.00001150289,0.02642637,0.5917622,0.0006302213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8038844,0.00007992445,0.03782894,0.006772061,0.001130458,0.002174532,0.000005821695,0.0003570519,0.1477668],"genre_scores_gemma":[0.9943135,0.00003839476,0.002265154,0.001524473,0.00003860932,0.00007449683,0.000009703859,0.0000181461,0.001717467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5397382,"threshold_uncertainty_score":0.9962572,"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."}}