{"id":"W6962612808","doi":"10.17605/osf.io/qjhs9","title":"Terrigenous Dissolved Organic Matter in the Yukon River Delta","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Terrigenous sediment; Dissolved organic carbon; Leachate; Hydrology (agriculture); Particulates; Delta","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":[0.003117547,0.0002189742,0.0002505825,0.0001505317,0.000197844,0.0001532897,0.001239238,0.0001167559,0.633562],"category_scores_gemma":[0.0002580248,0.0001699123,0.0001084873,0.0005905309,0.0001071491,0.0002310588,0.0003321242,0.0003428686,0.8972939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001832884,"about_ca_system_score_gemma":0.00006603744,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009904553,"about_ca_topic_score_gemma":0.01787032,"domain_scores_codex":[0.9971011,0.0005048125,0.0004160946,0.001049271,0.0003907206,0.0005380376],"domain_scores_gemma":[0.9975294,0.0003641516,0.0001100708,0.001842991,0.00003262775,0.0001207519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004425589,0.00006042374,0.9491106,0.00005358979,0.00003399675,0.0001141477,0.003449372,0.0009774605,0.0001477482,0.00005061617,0.02240465,0.02355314],"study_design_scores_gemma":[0.0002719983,0.000001783903,0.938713,0.00002697888,0.00001694934,0.0000514232,0.000604641,0.004025588,0.0001346787,0.002385817,0.0535075,0.0002597081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6089576,0.000001060715,0.00006174103,0.0004329656,0.0002089736,0.0004318837,0.00002674211,0.00007544886,0.3898036],"genre_scores_gemma":[0.9220681,0.00003698881,0.00003976462,0.0004179098,0.00007512246,0.00002318571,0.0001258772,0.00001042379,0.07720261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3131105,"threshold_uncertainty_score":0.9972056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166692798599573,"score_gpt":0.2082266045049091,"score_spread":0.1965596765189133,"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."}}