{"id":"W4312303797","doi":"10.46427/gold2022.8848","title":"Chemical and isotopic constraints on carbon and sulfur dynamics in Lake Erie nearshore waters","year":2022,"lang":"en","type":"article","venue":"Goldschmidt2022 abstracts","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental science; Sulfur; Oceanography; Carbon fibers; Geology; Chemistry; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003471061,0.000165651,0.00022191,0.00007418932,0.0001099328,0.00002767878,0.0001880673,0.00007826868,0.002964167],"category_scores_gemma":[0.00004591867,0.000175739,0.00003033926,0.0001864338,0.0004021463,0.00007156962,0.0004596631,0.0004431656,0.00002753393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003950754,"about_ca_system_score_gemma":0.00001569013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001371322,"about_ca_topic_score_gemma":0.005428307,"domain_scores_codex":[0.9985301,0.00007809365,0.000277686,0.0004601706,0.0002780044,0.0003759428],"domain_scores_gemma":[0.999505,0.00008820702,0.00008054725,0.0002143919,0.000002890594,0.0001088991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001270757,0.0003797958,0.944937,0.00002459665,0.00004895134,0.0007727828,0.00124909,0.006772082,0.01129644,0.0008465248,0.0006626077,0.03288306],"study_design_scores_gemma":[0.001314417,0.0002683039,0.9732832,0.00001033416,0.00003901421,0.0001709129,0.001502531,0.005761328,0.001532546,0.0008254024,0.01470737,0.0005846707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679697,0.00001147254,3.938252e-7,0.0006258631,0.0001048524,0.0001978035,0.00004246619,0.00002095139,0.03102649],"genre_scores_gemma":[0.9988933,0.00001499349,0.0001094213,0.0005178723,0.00001548107,0.00004270458,0.00004358407,0.00001540248,0.000347278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03229838,"threshold_uncertainty_score":0.9979473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005501258263224834,"score_gpt":0.2007213047628076,"score_spread":0.1952200464995828,"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."}}