{"id":"W4411356964","doi":"10.1016/j.dsr.2025.104534","title":"Decadal change in deep-ocean dissolved oxygen in the North Atlantic Ocean and North Pacific Ocean","year":2025,"lang":"en","type":"article","venue":"Deep Sea Research Part I Oceanographic Research Papers","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Natural Environment Research Council; European Commission; GEOMAR Helmholtz-Zentrum für Ozeanforschung Kiel; Harold Simmons Foundation; National Science Foundation","keywords":"Oceanography; Pacific ocean; Thermohaline circulation; North Atlantic Deep Water; Deep sea; Ocean heat content; Deep ocean water; Gulf Stream; Pacific decadal oscillation; Ocean observations; Geology; Climatology; Environmental 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01078923,0.0004560008,0.0005859109,0.002765807,0.001228908,0.0007007277,0.001789262,0.0002337871,0.0003099134],"category_scores_gemma":[0.0007809061,0.0003353169,0.0001778054,0.009953001,0.00121051,0.0005710937,0.0003555163,0.002625468,0.00006028448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004916792,"about_ca_system_score_gemma":0.0003105882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01782293,"about_ca_topic_score_gemma":0.4834032,"domain_scores_codex":[0.9879242,0.004075923,0.0008280123,0.00127108,0.002996888,0.002903966],"domain_scores_gemma":[0.9952633,0.002595433,0.00008416271,0.001052143,0.0003812029,0.0006237595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002842054,0.0001421559,0.9790072,0.0002843849,0.00005540808,0.0004123435,0.002358196,0.00006116137,0.000001176938,0.000175058,0.002296774,0.01492192],"study_design_scores_gemma":[0.0009041306,0.0004168029,0.9523172,0.0001652304,0.000008645096,0.00001788034,0.007872841,0.01147418,9.533228e-7,0.0003811583,0.02609166,0.0003492663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749321,0.001895045,0.000001140112,0.002260142,0.0001356149,0.002346368,0.00008083822,0.00005669583,0.01829202],"genre_scores_gemma":[0.9933152,0.005210291,0.00001092376,0.0002121913,0.0002104142,0.00003252105,0.000605688,0.00002163607,0.0003811593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4655803,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05570720740997619,"score_gpt":0.3056329975245033,"score_spread":0.2499257901145271,"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."}}