{"id":"W2048641328","doi":"10.1007/s00027-012-0285-0","title":"Effects of nutrients and irradiance on PSII variable fluorescence of lake phytoplankton assemblages","year":2012,"lang":"en","type":"article","venue":"Aquatic Sciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Hutchinson (Canada)","funders":"","keywords":"Photoinhibition; Phytoplankton; Nutrient; Photosynthetically active radiation; Photosystem II; Irradiance; Environmental chemistry; Diel vertical migration; Photosynthesis; Cyanobacteria; Environmental science; Chemistry; Botany; Biology; Ecology; Physics","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":[0.0005997231,0.00009107379,0.0001913556,0.00008087172,0.00008964411,0.00002152072,0.0002104572,0.00003186204,0.0001094814],"category_scores_gemma":[0.0001684031,0.00006558224,0.0000206443,0.0003979224,0.0002091288,0.0002921925,0.00001518799,0.00004443131,0.00002745604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001044818,"about_ca_system_score_gemma":0.00003886871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127765,"about_ca_topic_score_gemma":0.0008465315,"domain_scores_codex":[0.9989544,0.00006659994,0.0001936214,0.0001664885,0.0003567981,0.0002621271],"domain_scores_gemma":[0.9990685,0.0005679394,0.0001413426,0.0001080895,0.00001470674,0.00009944499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001234253,0.00005246814,0.9738975,0.0002556655,0.000007078426,8.621481e-7,0.0002226295,0.00005996159,0.0007348938,0.001034375,0.00010576,0.02361649],"study_design_scores_gemma":[0.0003095762,0.0006791939,0.973781,0.0003188546,0.00002055165,0.000007196978,0.0001600246,0.009819985,0.01272676,0.00116226,0.0008403058,0.0001742801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817396,0.0008720238,0.00005363397,0.00002485844,0.0003374099,0.0001598094,0.000008184334,0.000008360528,0.01679611],"genre_scores_gemma":[0.999112,0.00007671688,0.0006204698,0.00004281718,0.00004511777,0.000001330116,0.000002850306,0.000001171176,0.00009757256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02344221,"threshold_uncertainty_score":0.2674366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111450570142359,"score_gpt":0.2118735217691012,"score_spread":0.2007284647548653,"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."}}