{"id":"W4408750548","doi":"10.1002/lno.12818","title":"Species‐specific diatom dynamics shape their vertical distribution and export during bloom decline","year":2025,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Environment Research Council; University of California, Santa Barbara; H2020 European Research Council; Canada First Research Excellence Fund; Ocean Frontier Institute; European Commission; Sight Research UK","keywords":"Bloom; Diatom; Oceanography; Distribution (mathematics); Dynamics (music); Algal bloom; Geology; Environmental science; Biology; Ecology; Phytoplankton; Mathematics; Physics; Nutrient","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002408144,0.0001476393,0.000223858,0.0001547969,0.0003013479,0.0001032707,0.0001600698,0.0001529526,0.0001620359],"category_scores_gemma":[0.00002966529,0.0001207199,0.00005842017,0.0003347312,0.0005915947,0.0001173303,0.0002979394,0.0001853058,0.000009568821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000163746,"about_ca_system_score_gemma":0.00002255434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002814271,"about_ca_topic_score_gemma":0.00001734267,"domain_scores_codex":[0.9988372,0.00005806769,0.00021947,0.0003776522,0.0001112319,0.0003963917],"domain_scores_gemma":[0.9995073,0.0001182405,0.00002539495,0.0002032652,0.00004547229,0.0001003401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000248999,0.0002015824,0.8738377,0.0001127198,0.00005682844,0.00004318417,0.0001106766,4.901996e-7,0.04540388,0.07478493,0.0006067274,0.004592266],"study_design_scores_gemma":[0.0007204296,0.00008889357,0.9592073,0.00003575586,0.00001803152,0.00002009305,0.0002263147,0.0006342059,0.02748483,0.003878802,0.007501519,0.0001838217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955541,0.002266384,0.0003813564,0.000746836,0.0002148548,0.0001116298,0.00008319048,0.00007557811,0.0005660974],"genre_scores_gemma":[0.9977138,0.001880869,0.00006227887,0.00009422314,0.00005183772,0.000007577565,0.00004916765,0.000006872776,0.0001333923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08536959,"threshold_uncertainty_score":0.4922816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009735335978401703,"score_gpt":0.2388133481276341,"score_spread":0.2290780121492324,"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."}}