{"id":"W1969921448","doi":"10.1098/rspb.2008.1610","title":"Environmental control of diatom community size structure varies across aquatic ecosystems","year":2009,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Mount Allison University","funders":"Natural Sciences and Engineering Research Council of Canada; New Brunswick Innovation Foundation","keywords":"Plankton; Water column; Abiotic component; Eutrophication; Nutrient; Environmental science; Community structure; Biogeochemical cycle; Stratification (seeds); Ecosystem; Ecology; Diatom; Nutrient cycle; Phytoplankton; Aquatic ecosystem; Oceanography; Mesocosm; Biology; Dormancy; Geology","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":[0.001230107,0.0001805667,0.0003537377,0.00000339505,0.0007243201,0.00004352006,0.001081064,0.0001588775,0.000248383],"category_scores_gemma":[0.0001863723,0.00009576121,0.000230544,0.000237451,0.00155855,0.0001183591,0.0002869814,0.0002639866,0.00000591659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008262329,"about_ca_system_score_gemma":0.000008466208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003919979,"about_ca_topic_score_gemma":0.00002849225,"domain_scores_codex":[0.9984743,0.00005737567,0.0004109613,0.0002463764,0.0004550906,0.0003559253],"domain_scores_gemma":[0.9990043,0.0003182383,0.000476293,0.0001198698,0.000008094275,0.00007322847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001410784,0.0001285731,0.9690235,0.00002226284,0.00001781535,3.689912e-8,0.001668564,0.0002697246,0.02705882,0.0009334433,0.0002320326,0.0006311545],"study_design_scores_gemma":[0.000524434,0.0008146708,0.9376733,0.00005876905,0.00002805482,0.00000467042,0.004771387,0.03691149,0.006022978,0.01263368,0.0002415005,0.0003150783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979881,0.00007012788,0.0000590275,0.0001757597,0.00007559957,0.0003021432,0.0001085937,0.00001838826,0.001202284],"genre_scores_gemma":[0.9991544,0.00001034537,0.0005354451,0.000216328,0.00002840174,0.000004035295,0.000001041808,0.000003081357,0.00004692297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03664177,"threshold_uncertainty_score":0.5742543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009569993452189,"score_gpt":0.2175966813433476,"score_spread":0.2080266878911586,"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."}}