{"id":"W4411397187","doi":"10.3389/fmars.2025.1612541","title":"Editorial: Marine plankton: biological and chemical interactions","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Marine Science","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plankton; Environmental science; Oceanography; Biological oceanography; Ecology; Fishery; Biology; Geology","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":[0.004877757,0.005984705,0.004509185,0.003941738,0.003186997,0.007563073,0.00484632,0.0157029,0.02294065],"category_scores_gemma":[0.01876154,0.001686976,0.004126654,0.001686446,0.002946104,0.006063091,0.001946703,0.01717951,0.02003019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002830227,"about_ca_system_score_gemma":0.002055191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228428,"about_ca_topic_score_gemma":0.001762341,"domain_scores_codex":[0.9955721,0.0005994049,0.0006031902,0.0008678425,0.001940458,0.0004170266],"domain_scores_gemma":[0.9839716,0.005407084,0.001030361,0.0005228134,0.00656811,0.002500004],"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":[0.0001006763,0.00003196447,0.00006595257,0.0004015702,0.00003149578,0.0001819559,0.00001822865,0.00004788099,0.0001403426,0.0001871289,0.9938561,0.004936605],"study_design_scores_gemma":[0.0001225416,0.00009633343,0.0008580265,0.0006583418,0.00008493697,0.0005897734,0.00007796901,0.0002496365,0.000319082,0.0009063889,0.9959959,0.0000409619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007634968,0.002077801,0.00009867257,0.01589326,0.9808957,0.00002127429,0.00006604427,0.00007779794,0.0007930609],"genre_scores_gemma":[0.0004780029,0.002255584,0.00008453529,0.01367961,0.9783466,0.00002210151,0.00004916339,0.00003451747,0.005049911],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02294065,"threshold_uncertainty_score":0.0767442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005342178286676646,"score_gpt":0.2430472254783199,"score_spread":0.2377050471916432,"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."}}