{"id":"W4408431878","doi":"10.5194/egusphere-egu25-12392","title":"Mineral Influence of a Northern Estuary on the Retention of Aquatic and Land-derived Stabilized Organic Carbon (MINERALS-OC)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Estuary; Total organic carbon; Mineral; Environmental chemistry; Environmental science; Carbon fibers; Chemistry; Geology; Oceanography; Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001122041,0.0001356327,0.0001149295,0.0002217373,0.0004392113,0.0006803598,0.0001447387,0.0001941993,0.001060578],"category_scores_gemma":[0.0001844256,0.0001033554,0.0001160781,0.00027613,0.0003296102,0.0001518676,0.0003915004,0.0001603307,0.0001445911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006380472,"about_ca_system_score_gemma":0.0005030279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04653544,"about_ca_topic_score_gemma":0.1034217,"domain_scores_codex":[0.999945,0.000006855896,0.000004123095,0.00001864918,0.00001226724,0.0000130308],"domain_scores_gemma":[0.9998419,0.00002294857,0.0000498909,0.000007216284,0.00003849539,0.00003943663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001081264,0.0001863258,0.7586206,0.0001553665,0.0001441184,0.001285792,0.001305517,0.001279319,0.2179381,0.0005763283,0.0005645322,0.01686277],"study_design_scores_gemma":[0.000004117595,0.00007269221,0.9941972,0.000005125119,0.00002853166,0.00005331876,0.0004644546,0.0004684669,0.00385911,0.00003464879,0.0008081914,0.000004064748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991655,0.0000325937,0.00002225184,0.00001251705,0.00000261619,8.181661e-7,0.00009408902,0.000003907203,0.0006656828],"genre_scores_gemma":[0.998743,0.00006748075,0.00006904102,0.00001772454,0.000002016789,0.000001577271,0.00009454301,0.000002613597,0.001001965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04653544,"threshold_uncertainty_score":0.09252912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313049324772654,"score_gpt":0.1974069812899934,"score_spread":0.1842764880422669,"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."}}