{"id":"W1928662553","doi":"10.4319/lom.2012.10.736","title":"Improved estimation of carbon fixation rates from active flourometry using spectral fluorescence in light‐limited environments","year":2012,"lang":"en","type":"article","venue":"Limnology and Oceanography Methods","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photosynthesis; Photosystem II; Carbon fixation; Quantum yield; Fluorescence; Chlorophyll fluorescence; Biological system; Chemistry; Botany; Biology; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004072786,0.0001195774,0.0002195271,0.0002850381,0.000047319,0.000008467427,0.00007414172,0.0001361655,0.0000580268],"category_scores_gemma":[0.00005623152,0.000105148,0.00004021297,0.000368008,0.00007194025,0.0002397289,0.00001680401,0.000142103,7.781184e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003276251,"about_ca_system_score_gemma":0.00000841532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001888883,"about_ca_topic_score_gemma":0.0002215104,"domain_scores_codex":[0.9988706,0.0003930795,0.0002393707,0.000184576,0.00006897311,0.0002433865],"domain_scores_gemma":[0.9994349,0.0002319312,0.0001491539,0.0001137106,0.000006506648,0.00006373337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000904901,0.0000295608,0.9168897,0.00001383013,0.00003357312,7.672168e-7,0.000437976,0.0001313517,0.01146657,0.00001596899,5.827792e-7,0.07088966],"study_design_scores_gemma":[0.0002337054,0.00009322982,0.8311896,0.00001449001,0.00002814723,0.000003483703,0.0002437449,0.1326278,0.03503516,0.0004009452,0.00002380186,0.0001058241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953957,0.0008379586,0.002889746,0.00001901407,0.0002623943,0.000125527,0.00002005776,0.00001350956,0.0004361486],"genre_scores_gemma":[0.9526442,0.00008391913,0.04715222,0.00001611058,0.00004280952,7.168256e-7,0.00005254792,0.000002626219,0.000004901636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1324965,"threshold_uncertainty_score":0.4287812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754937417594706,"score_gpt":0.2676032059894261,"score_spread":0.250053831813479,"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."}}