{"id":"W4362600270","doi":"10.1002/lob.10568","title":"Interview with the Editors: <scp><i>Limnology and Oceanography Letters</i></scp> Special Issue on Salinization of Freshwater Ecosystems","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Limnology; Library science; Oceanography; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004890141,0.0002539048,0.0003419585,0.0002646103,0.0003777574,0.00002116065,0.000252493,0.0001870042,0.0005231762],"category_scores_gemma":[0.00004437768,0.0001708343,0.00007470154,0.0005739927,0.001437467,0.0000607833,0.0003558318,0.000242798,0.0002312094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000696725,"about_ca_system_score_gemma":0.000001980378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001514083,"about_ca_topic_score_gemma":0.0007631173,"domain_scores_codex":[0.9983825,0.00026582,0.0002804195,0.0004884184,0.0001569539,0.0004258703],"domain_scores_gemma":[0.999101,0.0003909527,0.0001783368,0.0002629682,0.00001520833,0.00005148227],"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":[0.00002657329,0.00004516934,0.2807986,0.00004475988,0.0001403103,0.00001305507,0.0008222673,0.00001880925,0.0000239206,0.0001450784,0.7177413,0.0001801338],"study_design_scores_gemma":[0.0005138068,0.0005323713,0.1900408,0.00003352849,0.00007516405,0.000009372234,0.001017075,0.00001353066,0.0001205265,0.0001970486,0.8073534,0.00009333204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523945,0.0001344753,0.00003694517,0.04129366,0.001240751,0.0004419185,0.00002105888,0.0001195089,0.004317165],"genre_scores_gemma":[0.9723334,0.003219754,0.0002822827,0.01752569,0.004891934,0.0001195074,0.00009754075,0.00006381541,0.0014661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0907578,"threshold_uncertainty_score":0.6966421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005695584093356204,"score_gpt":0.1838192248312628,"score_spread":0.1781236407379066,"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."}}