{"id":"W4415300241","doi":"10.5194/egusphere-2025-3999-ac2","title":"Reply on CC1","year":2025,"lang":"","type":"peer-review","venue":"","topic":"Signaling Pathways in Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deep water; North Atlantic Deep Water; Biogeochemical cycle; Water mass; Current (fluid); Estuary; Deep sea","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006819002,0.001057102,0.001044008,0.0001091512,0.0001749151,0.00007075776,0.001363347,0.0009543371,0.004302162],"category_scores_gemma":[0.002292693,0.001018113,0.00114596,0.0003207881,0.0002032114,0.00000129096,0.0007498928,0.0006859111,0.0005634914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008898231,"about_ca_system_score_gemma":0.001817546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004596822,"about_ca_topic_score_gemma":0.000008220941,"domain_scores_codex":[0.9949988,0.0003262439,0.001083843,0.002215245,0.0006370223,0.0007388045],"domain_scores_gemma":[0.9950188,0.000100312,0.0004350244,0.003462643,0.0005932781,0.0003899038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001355703,0.000346501,0.00001308362,0.004835771,0.0004369019,0.000038271,0.000002559843,0.00001223812,0.002868109,0.0002141712,0.977727,0.0133698],"study_design_scores_gemma":[0.0005325173,0.0005417735,0.00000449102,0.009596977,0.000608811,0.000008641654,0.0000036816,0.000006110668,0.07592429,0.00006987352,0.9117935,0.0009092807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003581444,0.3503571,0.00068075,0.06820901,0.01051319,0.002504984,0.002159654,0.00009913049,0.565118],"genre_scores_gemma":[0.003691729,0.05295251,0.0003193882,0.1694518,0.00164026,0.0002228819,0.005806703,0.00009357868,0.7658212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2974046,"threshold_uncertainty_score":0.9992269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109303689008538,"score_gpt":0.3147512983192323,"score_spread":0.2936582614291469,"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."}}