{"id":"W2100126531","doi":"10.4319/lo.2006.51.6.2632","title":"Hydrodynamic control of the underwater light climate in fluvial Lac Saint‐Pierre","year":2006,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Université du Québec à Trois-Rivières","funders":"Groupe de recherche interuniversitaire en limnologie","keywords":"Tributary; Colored dissolved organic matter; Environmental science; Fluvial; Attenuation; Radiance; Particulates; Hydrology (agriculture); Spectral slope; Water mass; Photosynthetically active radiation; Dissolved organic carbon; Atmospheric sciences; Geology; Oceanography; Nutrient; Structural basin; Phytoplankton; Remote sensing; Geomorphology; Chemistry; Spectral line; Physics; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001529689,0.0002307704,0.0002420292,0.0006374849,0.001225699,0.0006738937,0.0003323865,0.0003317787,0.0006779517],"category_scores_gemma":[0.0005664998,0.0002148046,0.0001742008,0.0005998674,0.000765958,0.0002204796,0.000603575,0.0002314466,0.000118684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00437627,"about_ca_system_score_gemma":0.00240121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7079583,"about_ca_topic_score_gemma":0.8390242,"domain_scores_codex":[0.9998555,0.00001323045,0.000003685718,0.00003009371,0.00005323994,0.00004416774],"domain_scores_gemma":[0.9996983,0.00003736607,0.00005022772,0.000009435062,0.0001476814,0.00005713452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003911757,0.00007713916,0.8812343,0.00006057599,0.0001041563,0.0008751426,0.00570975,0.005181954,0.08586639,0.000773856,0.0009906447,0.01873482],"study_design_scores_gemma":[0.000007064926,0.00002590703,0.9948404,0.000003893623,0.000008094595,0.000038799,0.0005248878,0.002964095,0.0007289247,0.00003832932,0.0008080534,0.00001143154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987802,0.00002733863,0.0001103326,0.00003092625,0.000001496402,0.000004706486,0.00006597101,0.00001260304,0.0009663042],"genre_scores_gemma":[0.9992219,0.00001960581,0.0001711628,0.0000117423,0.00000172374,0.000004575178,0.0001041586,0.000003289311,0.0004618998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7079583,"threshold_uncertainty_score":0.5875231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002612643156565033,"score_gpt":0.157642609488569,"score_spread":0.155029966332004,"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."}}