{"id":"W3147591733","doi":"10.1002/wat2.1521","title":"Aquatic ecosystem metabolism as a tool in environmental management","year":2021,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Water","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Ecosystem; Aquatic ecosystem; Ecosystem management; Environmental resource management; Computer science; Field (mathematics); Environmental monitoring; Environmental science; Ecology; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.007020493,0.000729825,0.0005398909,0.004764176,0.0006515029,0.005940408,0.001340078,0.0009931765,0.006564427],"category_scores_gemma":[0.009876651,0.0002439673,0.0005672286,0.005741633,0.002198946,0.005291118,0.002970062,0.001465381,0.001039282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002696407,"about_ca_system_score_gemma":0.002252902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009060709,"about_ca_topic_score_gemma":0.009576756,"domain_scores_codex":[0.9970572,0.001704056,0.0001903531,0.0003213497,0.0006495171,0.00007739935],"domain_scores_gemma":[0.9911813,0.004979397,0.001164869,0.0007208146,0.001498881,0.000454776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008660074,0.0001122877,0.0434089,0.00141166,0.0002452152,0.0002364456,0.00168835,0.01436634,0.001382469,0.2138414,0.07319384,0.6500265],"study_design_scores_gemma":[0.00001948991,0.0001063759,0.02979964,0.003338396,0.00009206976,0.0002162052,0.003006544,0.03511539,0.002549344,0.256302,0.6692581,0.0001964535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.05689205,0.06018167,0.5329044,0.1015924,0.004020575,0.0004713072,0.01306436,0.004856492,0.2260167],"genre_scores_gemma":[0.562246,0.02619738,0.3812198,0.006594487,0.001537957,0.0004914111,0.003569203,0.0006756168,0.01746815],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009060709,"threshold_uncertainty_score":0.03712833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102740472725385,"score_gpt":0.2445179649625298,"score_spread":0.2342439176899913,"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."}}