{"id":"W4411878106","doi":"10.5194/egusphere-2025-2973","title":"Assessment of the seasonal cycle in Atlantic density flux","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flux (metallurgy); Environmental science; Climatology; Oceanography; Atmospheric sciences; Geography; Geology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004285188,0.0001206207,0.0001154729,0.0005897018,0.0001351734,0.0003510363,0.0001206274,0.0001406542,0.0009287909],"category_scores_gemma":[0.0007832763,0.00007832533,0.0001716331,0.0005151422,0.0001126905,0.0002856783,0.0002080312,0.000162177,0.0001745513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003214862,"about_ca_system_score_gemma":0.0001989472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0129692,"about_ca_topic_score_gemma":0.01756789,"domain_scores_codex":[0.9999176,0.00001188116,0.00000799951,0.00002457813,0.0000235573,0.00001427871],"domain_scores_gemma":[0.9996696,0.000062272,0.00008050806,0.00002534724,0.0001324178,0.0000299373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001521138,0.00002938785,0.9533944,0.00005552249,0.0001177394,0.00008064711,0.0001542221,0.002852725,0.01451429,0.0006674728,0.001155818,0.02682569],"study_design_scores_gemma":[0.000002075666,0.00001746965,0.9899555,0.000009127043,0.00001072706,0.00002593599,0.00005672986,0.007938691,0.0005532942,0.00009907723,0.001326317,0.000005004823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925134,0.0002093725,0.001368796,0.0001296223,0.00002132358,0.000007690623,0.003242055,0.00004367935,0.002464134],"genre_scores_gemma":[0.9966642,0.00008306833,0.0006056011,0.00002318652,0.00001407979,0.000007595301,0.002165788,0.00001234069,0.0004240585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0129692,"threshold_uncertainty_score":0.02578741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814296840478324,"score_gpt":0.2310375907259909,"score_spread":0.2228946223212077,"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."}}