{"id":"W6948652354","doi":"10.5066/p9q1ti5e","title":"Water column and sediment incubations to measure dissolved organic matter dynamics in the Fox rivermouth (Lake Michigan; 2016-2017)","year":2022,"lang":"en","type":"dataset","venue":"USGS DOI Tool Production Environment","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Water column; Dissolved organic carbon; Sediment; Nitrogen; Phosphorus; Hydrology (agriculture); Flux (metallurgy); Sediment–water interface; Organic matter","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00106656,0.0003873658,0.0003798445,0.0001751359,0.0004110337,0.00009690125,0.0004121716,0.0001973774,0.03238869],"category_scores_gemma":[0.0001191703,0.0002625964,0.00008396285,0.0001747901,0.00008263606,0.00009939432,0.00049001,0.0006556474,0.0004624786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003647396,"about_ca_system_score_gemma":0.00002383523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005848598,"about_ca_topic_score_gemma":0.0004245214,"domain_scores_codex":[0.99721,0.0003379418,0.0005862858,0.0008196849,0.000669484,0.0003765574],"domain_scores_gemma":[0.9984733,0.00009557568,0.0002087834,0.001139333,0.00001778018,0.00006526052],"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":[0.00002108614,0.0006583571,0.0001761561,0.00006985348,0.00006928007,0.00001017024,0.000569772,0.00008492942,0.0001823119,0.00007572919,0.9979892,0.00009312452],"study_design_scores_gemma":[0.000387805,0.0001304236,0.003469858,0.00003317169,0.000259468,0.00004025713,0.0008316296,0.00002229673,0.00005934339,0.001056749,0.9931903,0.0005187281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.04535581,0.0001427766,0.001559997,0.02005532,0.001310278,0.005366186,0.9259813,0.00006694971,0.000161393],"genre_scores_gemma":[0.01003283,0.000257733,0.002001062,0.001641706,0.0004378484,0.001481639,0.9782686,0.00008990739,0.005788645],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05228734,"threshold_uncertainty_score":0.9999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872099084908435,"score_gpt":0.2272040201405188,"score_spread":0.2084830292914344,"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."}}