{"id":"W4282924640","doi":"10.1029/2021gb007024","title":"Anthropogenic Carbon Increase has Caused Critical Shifts in Aragonite Saturation Across a Sensitive Coastal System","year":2022,"lang":"en","type":"article","venue":"Global Biogeochemical Cycles","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Environment and Climate Change Canada; Fisheries and Oceans Canada; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aragonite; Biogeochemical cycle; Environmental science; Estuary; Oceanography; Context (archaeology); Carbonate; Total inorganic carbon; Carbon cycle; Ocean acidification; Saturation (graph theory); Carbon fibers; Atmospheric sciences; Carbon dioxide; Seawater; Geology; Environmental chemistry; Ecosystem; Chemistry; Ecology; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003762338,0.0001926929,0.000237861,0.00005303245,0.0004115968,0.0001106723,0.0001718353,0.00009651147,0.0001324674],"category_scores_gemma":[0.0002208887,0.000172065,0.00008706398,0.0005158624,0.0004052712,0.00009796518,0.00006697368,0.0002298979,0.00003770787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007093703,"about_ca_system_score_gemma":0.000105502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008895992,"about_ca_topic_score_gemma":0.002386671,"domain_scores_codex":[0.9979342,0.0004422695,0.0003003304,0.0004320713,0.0004183636,0.0004727274],"domain_scores_gemma":[0.9991542,0.0003442151,0.00006887561,0.0001884926,0.00004504442,0.0001992091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003378171,0.0003692897,0.9437871,0.0001900592,0.00008088022,0.001554248,0.001000945,0.00134581,0.03800006,0.0009098158,0.0004473047,0.008936322],"study_design_scores_gemma":[0.001013066,0.0002394372,0.9622737,0.00005348464,0.00003572957,0.0002746643,0.004953911,0.02012465,0.009356529,0.0003743539,0.0007520317,0.0005485102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923295,0.000413985,0.000008402654,0.00072384,0.0002856709,0.0002223008,0.00541369,0.0001007756,0.0005017855],"genre_scores_gemma":[0.9987704,0.000006141176,0.00006622629,0.0001355766,0.00008885911,0.000004334481,0.0009215294,0.000003882004,0.000003121943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02864353,"threshold_uncertainty_score":0.9977039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350078223313417,"score_gpt":0.2551070915067276,"score_spread":0.2416063092735934,"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."}}