{"id":"W4408414165","doi":"10.1002/lno.70001","title":"Daily Sun‐induced chlorophyll fluorescence vs. irradiance curves reflect the photoadaptation of phytoplankton in surface waters","year":2025,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Institut national des sciences de l'Univers; Natural Sciences and Engineering Research Council of Canada; Sorbonne Université; Centre National d’Etudes Spatiales; European Space Agency; Canada Research Chairs; Centre National de la Recherche Scientifique; Flotte Océanographique Française","keywords":"Irradiance; Phytoplankton; Environmental science; Oceanography; Chlorophyll a; Chlorophyll fluorescence; Chlorophyll; Atmospheric sciences; Geology; Biology; Ecology; Botany; Physics; Nutrient; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001063913,0.0001428835,0.0001417163,0.0004005624,0.0001094332,0.0001858855,0.0000772877,0.0001815399,0.001334625],"category_scores_gemma":[0.0002786774,0.0000867023,0.0001309746,0.000244189,0.00009767022,0.0001797518,0.0001012892,0.0001233755,0.0002500461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533287,"about_ca_system_score_gemma":0.00005253026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001793745,"about_ca_topic_score_gemma":0.002679146,"domain_scores_codex":[0.9999719,0.000004589777,0.000001833798,0.000008448401,0.000008208157,0.000005031356],"domain_scores_gemma":[0.9998597,0.00004048421,0.00003453175,0.00001405677,0.00002673782,0.00002447528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003767499,0.0001191806,0.6350796,0.00006471176,0.0001097337,0.00007195782,0.000228521,0.001939389,0.3431413,0.00008853446,0.0002921867,0.01848812],"study_design_scores_gemma":[0.000001307785,0.00003447075,0.9948243,0.000001114589,0.000003370312,0.00002980948,0.00002823263,0.0008187208,0.004170333,0.00001350357,0.00007284483,0.000002050657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990651,0.00002503579,0.0003525637,0.000003379216,0.00000122988,0.00000190444,0.0001956499,0.00001595974,0.0003391539],"genre_scores_gemma":[0.9991071,0.00001940266,0.0002528848,0.000005440435,0.000001417626,0.000004363582,0.0003708233,0.000006307285,0.0002322957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001793745,"threshold_uncertainty_score":0.004464805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00963286913544699,"score_gpt":0.2105802844801992,"score_spread":0.2009474153447522,"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."}}