{"id":"W1914643521","doi":"10.1111/j.1365-2427.2010.02524.x","title":"Phosphorus limitation of the freshwater benthic diatom Didymosphenia geminata determined by the frequency of dividing cells","year":2010,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Diatom; Biology; Benthic zone; Nutrient; Phosphorus; Ecology; Bloom; Eutrophication; Botany; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001699351,0.0002463042,0.0002620111,0.0002085004,0.0002522634,0.0004098104,0.0002861785,0.0002912065,0.0005576494],"category_scores_gemma":[0.0003490743,0.0002822078,0.0001802936,0.0001917598,0.0002844035,0.0002981906,0.0003720721,0.0003900121,0.0001078081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005218335,"about_ca_system_score_gemma":0.0002536942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009761648,"about_ca_topic_score_gemma":0.0153388,"domain_scores_codex":[0.9997861,0.00002970071,0.0000284075,0.00007219851,0.00004465651,0.00003897084],"domain_scores_gemma":[0.9997074,0.00006573206,0.00008630945,0.00002210024,0.00004805823,0.00007040569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004209552,0.00005246073,0.01383966,0.0000524778,0.000008851568,0.00006166666,0.0001213464,0.0001002656,0.9836728,0.00001975718,0.00002736715,0.001622355],"study_design_scores_gemma":[0.00008264884,0.004495331,0.7527418,0.00001498323,0.00005295996,0.0003494671,0.0005211258,0.001987191,0.2383483,0.00006382389,0.001313491,0.00002897807],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993894,0.0001298545,0.00008057966,0.00001021223,0.000002094141,0.00001375396,0.0001054149,0.000002153339,0.0002665576],"genre_scores_gemma":[0.9986658,0.0001268363,0.0004478924,0.00001951472,0.000001956719,0.00002192221,0.0002848034,0.000002295981,0.0004289931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009761648,"threshold_uncertainty_score":0.01940966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006597143886249459,"score_gpt":0.2043128526382108,"score_spread":0.1977157087519613,"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."}}