{"id":"W1535226926","doi":"10.1029/2004wr003090","title":"Relationships between spectral optical properties and optically active substances in a clear oligotrophic lake","year":2004,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Colored dissolved organic matter; Downwelling; Phytoplankton; Environmental science; Eutrophication; Radiative transfer; Atmospheric sciences; Absorption (acoustics); Dissolved organic carbon; Attenuation coefficient; Chlorophyll a; Irradiance; Oceanography; Geology; Chemistry; Physics; Nutrient; Optics","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":[0.001146466,0.0001239763,0.0002029921,0.0002527643,0.0002967611,0.0002230898,0.0002211169,0.0001085392,0.0004585476],"category_scores_gemma":[0.00009452146,0.00007792835,0.00002993443,0.0002961111,0.0003363174,0.0002465893,0.00007098066,0.0007968689,0.0004793665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001408314,"about_ca_system_score_gemma":0.00003485949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003351643,"about_ca_topic_score_gemma":0.04583923,"domain_scores_codex":[0.9978193,0.0003245185,0.0002518381,0.0003489655,0.0005758509,0.0006795426],"domain_scores_gemma":[0.9994062,0.0001328336,0.00001568774,0.0001656861,0.00005532741,0.000224237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008234448,0.00006006942,0.9672435,0.0001464316,0.00004283884,0.0002258935,0.01440372,0.001607872,0.0003914179,0.0004392743,0.00001737746,0.01459818],"study_design_scores_gemma":[0.0006685844,0.000577413,0.9816261,0.0001052916,0.000006106014,0.00002687484,0.002665576,0.000477765,0.001889916,0.003851261,0.007868472,0.0002366624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710304,0.0002480526,0.000002697764,0.001036149,0.00002021064,0.0002761527,0.0000187261,0.00002658453,0.02734102],"genre_scores_gemma":[0.9986915,0.00004937188,0.0001217363,0.000007040038,0.0001549326,0.000005842692,0.00002201989,0.000006272016,0.0009412854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04248759,"threshold_uncertainty_score":0.9715717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08688454589698139,"score_gpt":0.2609686652798142,"score_spread":0.1740841193828328,"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."}}