{"id":"W2275911660","doi":"10.5194/hess-21-377-2017","title":"Satellite-derived light extinction coefficient and its impact on thermal structure simulations in a 1-D lake model","year":2017,"lang":"en","type":"article","venue":"Hydrology and earth system sciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Environment and Climate Change Canada","keywords":"Flake; Environmental science; Satellite; Molar absorptivity; Atmospheric sciences; Extinction (optical mineralogy); Water column; Hydrology (agriculture); Geology; Oceanography; Mineralogy; Materials science","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":[0.0004696276,0.0007640015,0.0005272861,0.0003358851,0.0005126584,0.0007467808,0.0008090601,0.00114981,0.001041441],"category_scores_gemma":[0.001379385,0.0004643914,0.0009056026,0.0003442089,0.0003751855,0.0006439571,0.0005641744,0.0006679263,0.0001157705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118897,"about_ca_system_score_gemma":0.0008844925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07983102,"about_ca_topic_score_gemma":0.03724109,"domain_scores_codex":[0.9998537,0.00004881846,0.00001033482,0.00003560371,0.0000199254,0.00003155235],"domain_scores_gemma":[0.9995123,0.0002596095,0.00005082304,0.00003574252,0.000102083,0.0000393966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003752725,0.0000264088,0.003620022,0.000009585874,0.00002212925,0.00002277156,0.00001200485,0.9944278,0.0008791214,0.00009104084,0.00005979174,0.0007918241],"study_design_scores_gemma":[0.00001084144,0.0000154374,0.0008133557,0.000002026354,0.000007577224,0.000002049263,0.000006006621,0.9988065,0.0002672738,0.0000263628,0.0000381473,0.000004479422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909846,0.00008122755,0.006398594,0.0001229148,0.00001814568,0.00002850466,0.0003880164,0.0002052488,0.001772727],"genre_scores_gemma":[0.9957784,0.00003630418,0.003437096,0.00002675979,0.000004162416,0.00002950637,0.0002627244,0.00002321182,0.0004017706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07983102,"threshold_uncertainty_score":0.1587327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495992243814524,"score_gpt":0.237734654101563,"score_spread":0.2227747316634177,"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."}}