{"id":"W7115181701","doi":"10.1029/2025gb008643","title":"Elucidating the Role of Marine Benthic Carbon in a Changing World","year":2025,"lang":"en","type":"article","venue":"Global Biogeochemical Cycles","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Nuclear Safety and Security Commission; National Aeronautics and Space Administration; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Benthic zone; Biogeochemistry; Carbon cycle; Coupled model intercomparison project; Ecosystem; Earth system science; Climate change; Global change","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":[0.0006602907,0.000251062,0.0002141524,0.0008282133,0.000459678,0.001589614,0.0003741122,0.0005620819,0.00123003],"category_scores_gemma":[0.0009116826,0.0001169952,0.0002413333,0.001157425,0.0008011116,0.001985006,0.0008216595,0.0006241817,0.0001552711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114312,"about_ca_system_score_gemma":0.0008660631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02288996,"about_ca_topic_score_gemma":0.0305224,"domain_scores_codex":[0.9998873,0.00003437761,0.000006477227,0.00003298677,0.00001835688,0.00002051795],"domain_scores_gemma":[0.9996258,0.00009424653,0.00008850232,0.00003235093,0.0000968245,0.000062132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001980755,0.0001720085,0.5904503,0.001347963,0.0005517188,0.0007664344,0.001541156,0.03169161,0.04372077,0.07142684,0.008202404,0.2499306],"study_design_scores_gemma":[0.00001200664,0.0002000332,0.7424392,0.0008514033,0.0002461871,0.0002445689,0.008032157,0.04089386,0.006945049,0.1333503,0.0666995,0.00008580519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079294,0.0372671,0.01369372,0.01706026,0.000220821,0.00003333952,0.001283436,0.00006330961,0.02244865],"genre_scores_gemma":[0.9803462,0.01338511,0.004641555,0.0007945957,0.00006420534,0.000008350546,0.0001731966,0.000007371221,0.000579401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02288996,"threshold_uncertainty_score":0.04551345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005654464355659068,"score_gpt":0.2207700951089778,"score_spread":0.2151156307533188,"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."}}