{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005747244,0.0002816431,0.0004963609,0.00006153995,0.0001949814,0.00002947265,0.0003077455,0.00006366242,0.01286909],"category_scores_gemma":[0.000007439671,0.0001986393,0.0001694302,0.0001365354,0.00009336778,0.000286656,0.003569359,0.0001595275,0.02184996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190045,"about_ca_system_score_gemma":0.000001755232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004143428,"about_ca_topic_score_gemma":0.0006257228,"domain_scores_codex":[0.9978135,0.0002567099,0.0006195634,0.0006182212,0.0002055547,0.0004864428],"domain_scores_gemma":[0.9993514,0.00001856797,0.00007673305,0.0005045194,0.000001170795,0.00004759844],"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":[0.0003147441,0.004022192,0.1938586,0.001815817,0.001028554,0.007251987,0.02177111,0.0007143723,0.006706018,0.001294445,0.6588727,0.1023495],"study_design_scores_gemma":[0.001137985,0.0001091337,0.07796073,0.0004592405,0.0002183278,0.0001077408,0.001525583,0.000201644,0.001213085,0.007906007,0.9083988,0.0007617064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8963587,0.002186679,0.00007846792,0.002955068,0.0006457446,0.001424763,0.000007916025,0.00004890955,0.09629373],"genre_scores_gemma":[0.9678139,0.005678992,0.0006802013,0.001965721,0.00006145365,0.0007264114,0.00007104701,0.00003082364,0.02297144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2495262,"threshold_uncertainty_score":0.9880333,"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."}}