{"id":"W4417279905","doi":"10.1016/j.dsr2.2025.105554","title":"Response of phytoplankton to eddy dipole structure in the Mozambique channel: An automated underway evaluation","year":2025,"lang":"en","type":"article","venue":"Deep Sea Research Part II Topical Studies in Oceanography","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Université Côte d’Azur; Université de Bretagne Occidentale; Agence Nationale de la Recherche; European Commission; Centre National de la Recherche Scientifique; Flotte Océanographique Française; European Regional Development Fund; Aneurysm and AVM Foundation; Université du Littoral Côte d'Opale; Institut Français de Recherche pour l'Exploitation de la Mer","keywords":"Phytoplankton; Biogeochemical cycle; Prochlorococcus; Pelagic zone; Plankton; Coccolithophore; Upwelling; Picoplankton","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":[],"consensus_categories":[],"category_scores_codex":[0.004041889,0.0001880556,0.0003368608,0.0004000232,0.0004282505,0.00005000242,0.0006358101,0.0001276198,0.0001069736],"category_scores_gemma":[0.001038213,0.0001264057,0.00007130283,0.004940146,0.0005713874,0.00018348,0.0001014756,0.0004523143,0.000003514997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002205828,"about_ca_system_score_gemma":0.0001328473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002276786,"about_ca_topic_score_gemma":0.006075202,"domain_scores_codex":[0.9956786,0.001826285,0.0004279534,0.0004516255,0.0009947915,0.0006207561],"domain_scores_gemma":[0.9979458,0.001193777,0.00005362241,0.0003786077,0.0003288733,0.00009931939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001346281,0.0002718452,0.9650784,0.0001974246,0.0001174471,0.0000303971,0.00681705,0.007534111,0.0000189338,0.0004108671,0.004876737,0.01330052],"study_design_scores_gemma":[0.0009340249,0.001215922,0.9382883,0.0002556261,0.00002000367,0.000002797292,0.01202094,0.02618279,0.0002980533,0.01476367,0.005762681,0.0002552004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991522,0.004304639,0.00003391928,0.002299766,0.0002177331,0.0008191837,0.00003887884,0.0000530756,0.0007108095],"genre_scores_gemma":[0.9986522,0.0004601803,0.0002433209,0.0004925464,0.00005590176,0.00002396803,0.0000388433,0.000003622887,0.00002943082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02679009,"threshold_uncertainty_score":0.5154673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08181447491599698,"score_gpt":0.408788484229851,"score_spread":0.3269740093138541,"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."}}